{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Multiclass segmentation: PyTorch version\n",
    "We want to optimize the mean Jaccard index of the non-void classes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T15:33:43.043490Z",
     "start_time": "2019-02-26T15:33:43.029167Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T15:33:43.055280Z",
     "start_time": "2019-02-26T15:33:43.045043Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from __future__ import division, print_function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T15:33:43.724129Z",
     "start_time": "2019-02-26T15:33:43.056577Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import torch\n",
    "from torch.autograd import Variable\n",
    "import torch.nn.functional as F\n",
    "from torch.optim import Adam\n",
    "from torch import nn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T15:33:43.743851Z",
     "start_time": "2019-02-26T15:33:43.726693Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import lovasz_losses as L"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T15:33:44.137988Z",
     "start_time": "2019-02-26T15:33:43.746333Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T15:33:44.163951Z",
     "start_time": "2019-02-26T15:33:44.139228Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from tqdm import tqdm_notebook as tqdm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T15:33:46.931708Z",
     "start_time": "2019-02-26T15:33:44.165259Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# add parent path to pythonpath to import demo_utils\n",
    "import sys\n",
    "sys.path.append('../demo_helpers')\n",
    "from demo_utils import pil, pil_grid, dummy_triangles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T15:33:46.948157Z",
     "start_time": "2019-02-26T15:33:46.933531Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from collections import OrderedDict as OD"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T15:33:46.961182Z",
     "start_time": "2019-02-26T15:33:46.949698Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "CUDA = True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T15:33:46.977270Z",
     "start_time": "2019-02-26T15:33:46.962594Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def cuda(x):\n",
    "    if CUDA:\n",
    "        return x.cuda()\n",
    "    else:\n",
    "        return x"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Multiclass case: batch of 5 random images with classes [0, 1, 2] and void (255)\n",
    "We assume that we want to optimize the Jaccard index of all non-void classes 0, 1 and 2."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T15:33:47.051480Z",
     "start_time": "2019-02-26T15:33:46.978592Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=1005x205 at 0x7F575FBAB470>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.random.seed(18)\n",
    "C = 3\n",
    "B = 5\n",
    "H = 200\n",
    "labels_ = [dummy_triangles(H, [0, 255, 1, 2]) for b in range(B)]\n",
    "labels = torch.stack([torch.from_numpy(a) for a in map(np.array, labels_)]).long()\n",
    "pil_grid(labels_, 5, margin=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T15:33:47.110472Z",
     "start_time": "2019-02-26T15:33:47.052783Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "np.random.seed(57)\n",
    "B, H, W = labels.size()\n",
    "labels_ = labels.clone()\n",
    "labels_[labels_ == 255] = labels_[labels_ == 255].random_(C) # random feats for void\n",
    "labels_1hot = torch.zeros(B, C, H, W)\n",
    "labels_1hot.scatter_(1, labels_.unsqueeze(1), 1);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T15:33:47.129497Z",
     "start_time": "2019-02-26T15:33:47.111665Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "feats = labels_1hot.clone().float()\n",
    "feats += feats.new(feats.size()).normal_(0, 2) # additive gaussian noise"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T15:33:49.195084Z",
     "start_time": "2019-02-26T15:33:47.130752Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "labels = cuda(labels)\n",
    "feats = Variable(cuda(feats))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### definition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T15:33:49.208767Z",
     "start_time": "2019-02-26T15:33:49.196271Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "class Model(nn.Module):\n",
    "    def __init__(self):\n",
    "        super(Model, self).__init__()\n",
    "        self.conv = nn.Conv2d(C, C, 3, padding=1)\n",
    "        \n",
    "    def forward(self, x):\n",
    "        return x + self.conv(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T15:33:49.224356Z",
     "start_time": "2019-02-26T15:33:49.210833Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "m = Model()\n",
    "init_state_dict = OD([(n, p.clone()) for (n, p) in m.state_dict().items()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T15:33:49.236841Z",
     "start_time": "2019-02-26T15:33:49.225545Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "m = cuda(m)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Initial prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T15:33:49.256416Z",
     "start_time": "2019-02-26T15:33:49.238924Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial batch-IoUs: [40.79144648 13.07772055  5.56032441]\n",
      "Initial mIoU: 19.80983048225973\n"
     ]
    }
   ],
   "source": [
    "_, preds = m(feats).data.max(1)\n",
    "print(\"Initial batch-IoUs:\", L.iou(preds, labels, C, ignore=255, per_image=False))\n",
    "print(\"Initial mIoU:\", np.mean(L.iou(preds, labels, C, ignore=255, per_image=False)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T15:33:49.339052Z",
     "start_time": "2019-02-26T15:33:49.257615Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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wFhiIeIpDh42w5XDs0ptwy8et2gmLoqjas1iv/H+v+CTmYENisX0DHc9XZg0MC91A+ELYzNVTxFDXAyRDaIY44vcuBVUwL7jrpVKlpVxad0tNkvx+fJehB4E9VRvAxH0/q4P/xveTH5jc7fRFkucEqqnJgvv16IOIRuLVImuVllr1KDpymIjfL0v8OBUydbKNCVLNjyAAILlby0M6W+3W7CGMlvz99iSBWdqHisgTZBXrqt49WAlzNJjkz4sUSdBRTxvgC4olypTpQr8cA2zUVM6a1JBZ8Cj4leQ4TKmjnX/w2rRJnGdq5QRaYIjaGxif8W3YczZ0V4Eq+cw70itkfB4hiazAz3XdTRdpQgNfC1WDFP5vIr8TS5LcH5cpxifiVBLGAXlFhMIYF5d1EbsBBp0SaU4dS9U5+OaHW66uYl9xyq4pv36Wz06iq4jLmhLyyZm9+DvbuY5ki66RMKtbbY8Ztn2ropGNI5MhiatuSlS99gSNh3sZJPwNMT9FWoec58h/WU9YKwpbgORye2wvDJ1CoY0cYRD10JxF1WWj36klP/2s8jtgLpU/dciM8nBPzG9iLqr9kS2FU+RYN6Zi5UN4lml0tDcVbKi9f/vAEor/OBFFDiBs6WTV0ou2/Kp9IpUUB9GOuXsjauutzRCMa8PRVUvISKaZnExLDtVCgwBD7huyyF7IB8CVmnVNolpW9p+ICoATlbmB7GLdjUl7lUfybZArY7Ns6YggIiuyKxdnEdhal9wlqT4zRTKW4kqEg2IQZ7HWwkz1LJqT4Q9YjDjNSLlRvBUlsK2/j1eqX2/r7SRK5rhfNKZ4nnIM3FAOl8eZ5S0rHuI3+R2bTBfIjCL59iLeFW9BxCqyKSz6mUFwXHxJ4UUJryLGzuxqtggR+zdiy27xPqwgCqOrIBdtHkvwwkXEJHImZ16WEHeZx04eIPV+yKI6xakpt/zatyYfFgdTGVkmB4vHsqRiGBjwBwmILPnv7+N1oPOgnZx2b48fviEqjynHnU9BY46trq2IaXIaK/IdI436vskY6Bk6C48H5au0pjt9FYUNdlcUEL75zInX1uCN3EF/OKCRP6q4GoTTwpY5iQ1MWnlKX2CIL2m0ljFkwnEkeW08wyIgSzZX5HOZYxMaHqZRkgAMhrg2BsgGc9+6AThppEiUf19NLi+DYfiUxQQGVb1sL0otpyLYQfBlykzLaXiXmmSlF1rqi/DfJDTtJiB70lw2pBlbzqL3Kmi5Fa9z0KwurbnpYN/p2RIcan7ONVBzCzGQR+ik42lXhAP5YbSUljEhwy6XlIJMW3gita+FJvMGR+114Xw3pipOGvrikrfQ6U8zDIZKD6Gzu3d6LuMpJLAqP69GXrLuBmnDC8Fbfq2Zm93FUjB3kCtEFdZcQREv1KiyYIgU1b4PgQ1CihOS+Uu87p7O4sWrwh6FFDJMNXSm9mbLVASFIP97/fd9NV0rz1yw8rZQZ9cMBaEFiyVnMASLbeOWxpwEjuNesQuPzNxMIY1IJLElQ8zjd/PHZsYdCILNOqOYBhin1ouLRsmtjI80NXGhNvjZxcnpzb8I1hExKLJFchPKi/CmEEZxmlrS6EUdW3wXmvXmYzvZnvIcD7/ujLaSRNLE5NTBvGwsyG/ymMoSQmq+GxBvai63xSO3xHT6xNkmO6yOMvaNpsjP6Bx3j0EtKfxjHlSBBJGVPAmrkVmVJcQRvFwYGVuilkge6NmSneq6hDAV2AifNyE/d5IQU/BANK2KIJyuqgMwe0gt/biUTd06gKPCOsq17bapViOFCcWpy9BpkVC1dmxi2DBYm1Tb1DCKZ6PYDjcyoLN/yLefDsfUvfmil2NPiTyvC2itfX8UgvGKo6G++6piq1fejTPlFNa1BlKUW7Yylsjy3ZbFc1p7MvI0Egw48GO97VgXJ29CR8jz98pf1iPDiZcwECIXIEhee+IILu0WdGx+s4hKysrjcrW+G/JBjOWmnUNBH7SOkTPNjzjakV+t88hscdUS8ZerSBgAZGQzil+6uezthqp03jJj33qHkazvi1yhr9MJa4JRLbiunTg0SLMOJ3fv3TBxuMTF0ym7SxOcfF07qBHSTPnk/Qxv4WvJUqdL86U0/Xv1P7XC1Ahnkt2xCx1HkZsqn/riYglyAsziXhLYKRI3JSC9cBR8Thh38BacTRgHnlxcPjKeSENC08qn3J+ozV60qDUAB1OFhfzRixH9ihghyoxl+URcz5W12UO/VtN3JmmDJKxf+6WeIEGrwj/L3cLk1otOcuZ2vp75jTTusRt+9OK8M0Zle2nK+ZemiudaVdwTbBjfh+Q/mWCCvletn2lCX9BRWMiHrb/dz1C23ZEBnBrL08R1QUzGc8cjjrQGCU2+TKrLHleGMA7tW5H2E8wfvQhxZKrX4ilLW1PumsJUe+F6Xe8taubs/d+8257KluTAI/KNgmRq75Jj2+mzWAisVwgKBi6DMYbI6XLlc4A3HblqKiBp/qnFRJfKsZbBcmyv2/LYqLugq0c1T2jCeTaJ58mBb4lVQP+WK8IqnjhZ75RX0zhlPKat5Y4NA5Kpowg6bfOzRHcql4XmYofnbY0fhbQjHReJC6bFnWlC/s2QB26E287VhfBsSF4bweaTLwWDrV6vwdquBFDjvFhn3R0rORVfntvtavdOmLiSQQ2wKRy2oy0H+v738Zv0rPgNiOOfJXm+LJ47Lcw0byqnhe/RgleFETAecAp5I9vUSMh7rKXweMJtUDwhlvm+TU6T++kwdKvk1oGRp+Pj8SnHfYOO1cYnMS9IKAyw6EvrjQpl7ifK5fHROebFFnTMSFSF73pqXDek27Piq08s6usal+XI5ITMkr/ddLADnZHYzG6kTDuNmVyNzFYILq1/afq990ZgpLPk6JRrWK5YPA5v0PC8tXBRPGVxO9ZyZ1Mpsr6DSxhvwIGdeA7DHHntb7u7yi6WG+BUcXOaMHpvMZrc5/1zvPywTLk64tTsGuZsgmbpLsq4ou6rJW2SgJMOVvL7/uAOsMoEXwzZUjouV4vxiLa+fPX9tCwl/MLmFjci+nacHWmW8gPcsKQ4i2gN12mY5fm+VyNIGHRnY3mmI5xXRJnQt6Vr1S6ywhx3IVE33FvtB5zWiQ0dN9/KNRGe9eVkyeIDl9y01/k+dv7PAr8Hqiopt0gjx+hjf2ktJJ8c3xzR1Dv5P9TPoBAepejCvB47kGlnX7UB9EczEGVBIbY2EpkWJP96cctUbebTFM+tCmfeLcC87m75WjBWuSEbhE4pRxen8mswRau1HA1L2krCV1tauujQ45ZkLmgtQbv++FY7XTEYpPJezDH2R5PFY1XIKKerC+HiNyOG9T9eX/KFmSpY9E27jlZIVY2OfM1WiSrzEsBiNbfajQYpvNDFKBv0myHyVW9fKad/jUO24uhg4/HTiRaYrMiMsSZZ9ZGmAbMzNRKDXRK1Dt+ZwpWIhEc3m4WXCKmKfCgYb3AyeJOCihbUV76ZUHrJdpND0tQ6vw4x+YntcUUL3VeNg+Ec//74kC3HbnDJ2c6Rvooogi4z+orBWaj8WnhYv5AUZ6ftEm6aS9eF0bDZpJa7wXK1SFkY5/WNsUf+gjrpcZP1cBSnwe+o9luoBVcqkoB+1pWfFoMk2Q94W8odl78fXiWWWy8OIse7CGsDrog8mTnX0Q57OzydrYTigXcGw2OO0ZdvjHNs68qKWD1mYlMdfKhIuQxkYQTdqenK/6tKhsoMneotjhJfLRnTzHeRWW0A2uoB7GwmIoO/IjoTMQy4BMkKIK6uDHIdJLCF6cIHtJOvWjqCdxp/H28W22W46/IDj9MfDG0JbicmYP+zsACYRu21I5MRBkKAlzAUwLbePyPxO7Mor+6VcKVizKqovYSKDL9j1Mzax00zgPeNutP43EmOGUx4GsmuUwCYdcNHHmuFJ5bENHnKN42IkcvTtKTRiCuW9VzA187BU250t3FvxNliTV4dCwFjaXLZU0KyZF/JRo6v5rdsFTNF5qsyIi65Xgb7Vqh2x/PDJTWrPGUpohLHYV0wTmnHTMo8L1jwHJvqpOOu4EjWk0F4UJ7AwXYT1oSbdFHberpwR3x+vBbQs5bp+PB9LQB3c+T5tBW+6GQCIS3iLqH/umG7Jm9S0FKcrXUD8jdiHd/5Q+2RYIJnt6OGVlnvpcPJ7OWXQZ4s/pzrXprNyqGC5NaKkYhiOjzuaPO7unmbtrjidwP5siQXLEJbck65UUNea/mUyWq36IKTPvoPTJHb5GXNBCxuxyefFp8uG4yWX3sBGJ3Mj1Wi+GKqxhXtk4obdbsIkeXiqaaILy30PZRPfTVItrvlnPQNcupswYD5C4nLgSrHk2c6rx3ZppbubOQrYY61Fl783MnoKLZ0YzatQsq7J0f9lhovAloB4EXbBVIxswQhJ0yWzQxr15/FEKdxHW4bie7xUioEm5hZ2NQ3r0KKRtZdbdlwtv9BzRy5oHdqPLLQzGSOKSKv05JCa/k09qGPu9m8Lk0M1YGthS9uPA3/A3vxNvnf52hTT2/8MNIxqt92Uy5Pdve0RNyvFuzPSbMTaYj7og8etUMIhdW5C3ubrqJisOncp46PPV+BoanllFR3VZZe/XzLFwDOWaWTNLbkU0V++MJOFexE99jSSZjp24/nH0yPDUJz6VcIykrEtIJPvWLOjlw8S9COsE66G2XEcrw2bpTjVhUAEm/dpOhIU2I9xpIybL5K01Ne1r4BLQA/2mmj8/tHqMsiL9LxKaucv0VIpTX+LcFnuWwHmXHoOqacXQR/izewKu1WctAi8lpu8lqO/JvDEp3MaYE8DscZTSSbOFuQpT2vB6yP7H/1yJfumzxOaj2aO6Xe+Tc1E/zJKp2MsDEFIRtJz39cDMK3VQp+SaqutVT4Pm9XZfMxGJ2kVWcvNe/x8XgobGEmTN2XdP+FKOTQzU7fMcSEJtVG+BN+wHTOlmiOTnLxmDPMOhMOr9XuSjWYom5p2XxlySGrpFi27XWiA+xXmiV3dea+lIJkciDyx3shte+Pp4Qq9SyWDmYwlqxn0IRDn8PAczPLSY6aak5XxzSpDISFM/TMHKh3fI32FwVlg6ySs9HLpzNUpd3k6uLHqrbVdXyT+d+Iiuc3IvvSO41lBzdpoVkWq5QYjBxNnav6DRUku5bum9cAGPR+c6MX9R76zlh3AG4e0492SId8VeTR4mTSeWDi5RkGrMyxz4+v3YiiaNP4EQz+ZHyQmPj3vvC71DJ/vLRzLjwR9wgHUa4qMbRo4WPgNHWc1jbEYdIS4nkh2zFoWftYXZajKZ3Tv6zHsYWlxTpxfVtcIsu10X6CTLjjCWqzK9NZhY4piGuOsLbz6OIGyTbKMv1wUkVGqpfk77UcmcJgenGrnacW1xZMlkbnHP+8GoN/XADWWsmZBEaEIBDy6tloFXGM50s7lZWG9/cUI0qMuzrC8qoSvFVZW+JLxC/D4hDYPBqIZLFqKMu14+HBaXE8r8E5R/f3uV6y9j5ZzGbWQ1qm3lUuwSibeTk+lPVY2tmYFdbH0mIwma69Pre5XxH5usaFabYK/sAzU+rAxchlIjpmPFO3ULdDdf13t5ByvMKNOkPPZFonCbFrepMX+LpWCzFTZWVXNqQsmZsZUqyqXq7+wqed8BrZ4JFj74Mlv5Acr1JtsaCqEspCx0lc9m/VrtbHoLqHcjXmCbVWX8eUraznSHdtmc5gfW14uaS0mNUq0clVK2Rfn2yXUzsYFvaInofLXRE4AaZQYmFfDzkfpmnBPamcGOfvc3VO85QzEF31rM3MJpRxOq5qfC1TLXTCKkNhGuP2UAw4x6GzqRBvx/ZdaW+CKUSmfMoSX11FOF2jje0Li8Xh/6BG/m7d/BjcHHUVNn/ctcg0wC0MKYt77XFra4MteJhIigqZ4A0+70NdRSP9qsz6cWesEbyHisxKXyPoxmRVrBU4zzGjpHr7+t/Hc480Y50qxjyw+8hzFXKp1vQeZ1gon/xoxDHiANMlyIUYrcP+ezaDKxlw7OmVNRZZZhnW6Qrxkxbpq8yX63QXddL19BaWH+v5LJorTGI/5UtTEoShv9psaotOYduUGFG7eZFqfOXTkklCuaksXFnWqQG/4K3Yy1GriHiJSVUsLhWl7MQj2bfxaH4YMbzMEbjjsjEEqjxLAdNbLbj0/tM9KikokLvI7lpdRH5Drt2x3mjj8qybI4hQDklTBeUb4dKNLGZnKQG4J6rewcgCVP4Nl0/LpaMco0wEWTi/dyCS0VdKVAtiNDQd9RpNZN3PIo8WrnuMr7hJsUwpNbV9ILK0eZLNe+laLpDlvNOYpwXrYS0DHgzv4tgPI2ZrUfJbWRnaDkz1PJ6vElzFV+X23VqQL8H5Aen3ihJGxaGcQohoNK2vAkie8wyeM4LBs69GH3VpczPlaTij31T5Uz1p83+g0Y0sh4tVPFUmVqsxVWeAVR5PZb+gFlRSWiYAcjcRF2tlGMZ8lwKbqzcBmjrbqmfqWNCUCWVMzt8YTjLMAthBEJnUyL80DRdtcSzJ99+ACVlqvwhPjTVfLRY8hU3lQT1bPksQWapQa0vuxaC2yOJYxQQM/yCUjd77CX5KJcN5G7vIaesvnz9CbS8oaxNmnAtyL50kGfkSsmSKH8+MrZBV9W6EwK4cGD/uYYuUxVpbXIvmzWQOn8S2uCbC1XB9Br/pdbBMF5eX5OCb2b8R+dx6GV0iGY3dqzTTArxs17bEDuSNR4kiguRQTUz5GuKmGfw8YkpFfsGEcvd1IiLzcoSkNV8v3DeKeOv2nplmobd2LZa/j/+/yMridqlcJq8cn7Hkp2PwfeZ+T6Y8jrjOVmu0ACy5z+Vk7cieUrZ+kI8co/L8EZPlGKE8h8DlLuRPlbYuijZh4gWws/85vrLjEoiLgXU2FUq3DaY6Tr/GNyqLY6xX0ALLzg6AkHcr5eMeRD7GgniXzkFyyWszudsXsv3U5okbk14yI5GB0Tisgu/vj7fOhFpwMtX64rM3WHuiamnpheQyC9OfSY2JqgqGsLvrc7cE6pTnLWmYyLlv8m5MOA5PIScddSbe1nc1G9GSvwDnQm44f5+rPG2m/Q7muIGa1RtMc/mU5Ic0xr730iqytJ1dxsB4mTsDxN1n706e2cdGmKBab28bLYnU2RzJRgw58FVzf0chMIz2/0R0KiE4A9UFiK1WjuVSYcoSq+0lGUKovOjyDpVXM42vy+m1VBZNKEr0e7uQCRiKznP1x4iFjUpI7aaB3DvWzKc+wM0K2yPYkLCSm5d8jKWbFs6ZKYuz1sTPshRVFy+6kRWXTnd0XD/tN/3K6dK9hVWLBVBrzpVZ64mHoCbNeHEoJvDh4fPjtQDdIiPf+K6oTtYGd+rUJeiEwQuYvnPhCNkQ10nCq/m6HGbkqxeGbCVtM53NqCFjpGWTLf+uavJjq1Fap1DH8bpwS47fwl9/H09sucXGmeuFpOOy0cjLKAyqlyuepcpxeoE/9wqrawJ5t3kip/YPo2Px2C4DZlqflA905tkWN37TTI1SG17cz7/n/B/qSFPqtLaOJyOjEYJ8coQkOWTwr5v/VrgR9aqK82YWvxx14LsR5VLsOWOkTpcfN6EwFI6edtW0xQ2eYQDE4LidmcrG9pemXyHtZqypmnTk6FhO4sWxK0mIbaiyWyGPy6Vs1cVvIwkji4e7Tj5DJHYvBw1T4sud5Kp1v73WBdlQflgW0ZJ8uNoWqllk6ujUP7XEgh3yqiVh22rD+GrvQFzbSpQjFIav5q2tdrSRtiQUxglO5siT7vXgu1HPuE9+iKRw2R3LVEsdcxemHFvwpLt1wC603ZnvOT/nGm30zp6z616a3o5bIk6VEJS1WMu5i5ZFc1xEZGNLkwWPY+4n2mpiwBh0yo47pmPG5m0345aztjVHz88oEoy57KIFG2vSoqm/+fN/I9I3UKjgO29KISujEgu15Zv64sWhSckWXqqTZRLJv5QH/M+B6fMC/MiskgbIqSymWg0SbUvqZL4fvpEvjPM3I95MBgNaBiPkNzOFTQxzeTiYtfGIZfR1JHH1FIoK6WRCpF0jHVOj3VIi04uGBccgz3SIWvC980/34lziWoxsYH24Bf+p5diGEXrIl09jkP46lu4JN6IEbUBTM4zmR3BrZuxW3xjYS5T3NBmeqXxVqpZTpC8DFO4O3/KbmUjCIKQifscansQ45t7be5P5Ty35Eqn0RSyHL88PyIl6JHlOzbXF9St+aWPJghjLc1inUlht11ux0PqVeB503AfSeNqyw86ROtuqjpVbiR4YUJs0pdp/f46f4uN5hRS9RBojtuqI2vK9iadpZEwcSa/g8lJNQUm85uGcU60Hwx5UmXQsr4Bt5OW8z2JndxGRizFPSlFcj0jG7t3Kk7sWhLQU4AklbPBOlRVJFQAmKF9njjPnrrbLpysfUyO3zl+KgbZlHpAmPsNU2U/Htle+xmy3CNPGGzVtWTJ9MSBfD7ytPH/pJjJb8KYpomsvwKM2QTqkei53JiK4PITccB608nHlDEkAqBKAkYLHEoy2G4RFLj3Ssh1VcK3ClOtcpcwuJpP6e843P1w7tDNPqIujcNUS2/ffHRc8rGXhqrZetjgyl7VI6ASGUCVjFixUl4FWeikvCGmbe3j2aftNOfAifd8uSpXm4isEddS/4LwF492H/2LYtssyw/crWY5+cbXBX9WLnZPJ/KbiicvGxkJ1k659k8UWmDVHJh4dRWuhrlM8jepsPQ4Y5izMjK8nNn8fv7XNK9iX0oTJZYyPk0aaPFO2+LwTq9foyITWWuGLMFCs1m3rs8+LEhYk08ST0zGsRD6N8k2BAnzGO9IC2ni+GnnW6FQL+WsvVprqep4534PRT3gNmxZfYZqEbqF2P1koDuRxFYkMIGuhLK+KU5BZ2fW407QGvDxuzvLy2pUZ8VbwuCM5SFAebC+dG+HVmmRtggv0WOTO00kjq+NS9VLoK4EZj02jUfqUqZbRAAgOg0QRqmm+Kkd5+qkWAE4oDxrp1YR4HESbTAdyEuccIxUGc+TZskB+qMi3FuJLR2hE7mX5twgMd2glSpGuWq7BxjZF2lJjuzj15NSPQ8EgN5kFMq/5KnjwoKNTIRMKLNG2eoJI5jgKkXdXI7adyJCT51Owz48XND2Tg4UHJFSIM0oL30PqRY7BM6MvUp1R8JhF9II3RezIgKWQHbjMPL46vcgiOZZD5qLH46a9LgYWdgUfq1Ipq0VlHPNzJxM/pPFklZhlk7qgd6qtxCMqd8UTUyNnoZzBx2OnLV7n8XDwlx+MImK63iOWCMtn82RcXqwMDsOqrmI7lXO2y/cFb+T+G9HcVFI0Uqw4wLYgWniCPE0RBJYQ0SkX2YDJ6QGk3NVKf3U0l9ZPNiR5XtqCVi+TbReT7S62q5uFtXXG0zDbVtNFwQkYfstWinh5W1gLHEA/7KgTpXqL5Zoyadbl4kLLgQYRq70lZUGpwLPVUphVlENm09xWFasQJycTLpIN3En15rYE9nJaQfK94+/jo5fYhwrPpglTw/0STiRsO6Bj+WaKqvBiR2wioK1K7oKxF9lWs6moWmsX0+old0OeCSEh77ovykjo8hsPa/MMdy5/49R3tr9V/idimgLYuvhpLTzzal19b8GSazXOfaSWqJcqrW8jXdRiMoSEmT2JS+Xq8tPcweS18NOpTDSyNBDBDbvFZrXUUnVrf+D98tj3xyua+XmXxlCmOAaaFEosHLZGYQMzPI3LOs3duYouGAiCaXdu+cqImOerbCQOshlizhJ5gn4kyzLnKhjTv4KfyLhTFka29E3vtwMKJblvW7mdjXwJPD02abQsrCrSKAG8TNOkcMzSg6qFSkNFGIF2vxlRW5Aqkitr+MmEdry4a5+cUbuZKIKe/7w/zobcc+r3uZIzCg/hsXrLhRyKBFjDQLqMXr1sJ5UHaW31xG/mNrheXNpNdSJX0I94rC73T04qH/8TT1h1vzFl8svU2cZuYckWtP59/KbAialR3atIri3BrKBzq5iRaY9VfeXhGGjRrx5xRiI5nopMCj4OJS+MVfw3GmXNwg3ymS+gciQPmH5oPmRNUyFk4vefWqb5L/iIXzxmmttNg7V6h7nWLdSSKVTCzLhXrqbjoMIMOdYI9b3WNgGDO7USbhdrm9k3avBVz8K8IoEZW2oN/jyXodLJLCfAP7UuiyYp9Nn/OHFHDKPYtIypvEZ0Npc6KlUVCW8oquIpZxNlT0rF7QlO20+YmqbnpKmLx+azC7P2ndkc6qj6RJggRIRFLQyDcR5/H38WwZfnb5ZEqjxL44rS42JbCxBMx5Xv/0Y+1B1dVzejuFT5PlmbYuxIGSdDpGkSHWOTSmpEgnQphbJKhH9pqsj4aiYuP9Db41a158Q+yEt8iY1k5o/a+1UIFBVJLuE8y3d8goENrqfZx0oDxVfEZVS5yWUXVMEQN2OU3Stq5YV6OTL4SeXfx8uMWnkPBgNaOAFTatlvF17T7uVL0samk5BLiaeZV10nTo0n2FSaTPxU2Efkj4WnRQ3j6RYYfBaSpcUAY1JlVdxKnbN+X03sjJcP85oJsJGK09nyu7PYaksAAJct6L33klq2Fgwbq4OG1QtmhCXL5EcKtR/75kuz2i0Juc1PZqRzmhg/+6Wy/a+exaH2kUw8OYNwH92gMK7cLK8eVtNgu/rWkRzjPKdEtRsGx5WEIHIeTq8FuNJlPWrFomK9CaxrRZILlnqBqdQevsLU71bpcxM05bSOUzY7D1IkNrlXrbVYki3dQq/zjpLD01q2xpaMAWcxDp5+9pn+Br+TLC87WXruc9pSUFNyz6g1LeJytyQ/r8Y31pqCdLKdEYxz73tivfiUImqFB0PErVy+2lO+K2exDQB5WOnQr1Uqne8BKTfHkLRSL7cCYbtIeh8TI6pItoDMm9ifsoXhpiAHlq0KyWYLYJ0wNPGbsyBoEeeS1SrZogWixtKSiQDVSDXVvsM+wjHhKQYCw+Gb4cazl3DvKyrHoA4iyVxxMjOTv/Xi2MhdcCUWKsXMr1AI9t72MmV1Ml3JxpdxljLB1ahw13EhuCzKka9fAKvmfojydy2lhSxlxm3XDf5u4XV83yCx+VuoD5Orso4rawyeUz/OVyFLhMKQahbm7Cft5cs4XPqeqVy9dqus+xQbmypTqz51Pzmq6SRVvmSFwmgUzlgnoSY5aml9l6gWv+GcramDtcEGc6PQz3sQaWskGFyPhao18gQOIU3c2e7SSB0vUZbkbhcJ28x4HKZgGo0gLltfXPZ9jsxTAHJxH2dmTXl2enx//MgCKYmgw42Nqlk6Vi8KagQd83GFnPYKTpBsfCm92IJZ0EuLFo3SEcFUdSlBR63ZS43qUkzbMzWatrGkpOmxTOsi9F1Q8W9EoO4x+YLB2g43dlJZZXrRsYM6byNmi8NSaLYtuU0nx6fCRIiODhTHkYjfWJEgE7dptxOQiAcDxYUcE7+0wvsRiaB98EM5jglK1JyP87U+FHOq5w5bd9547nxoCAM0wKWp3TiNViFjeWZneraZoqky05dLQTOIqT4GucZ014Jny3D9vFHMfxlEzofnn1ejqtlIkqmnMGD/iavlHY08wdzaxP3kcvDlaSuIZCvxRlgbdFGVuxSZWJWrRcJMgxy1yy1BGsFCKkjMZW3BKcPqb3r/jThiWkieh6sMr0WTG0110tsu9PO+XuZrISjJ8l9pk3wscz01Ice6eyHBzroMzUhIuOL37WV5YISM9fowbfgsViV8af1rqFWlG4qvkqQJoaKbxDgiW2xEdfYq57ISznfaxlOOTUlmrQtWpjpP5Tu95TdZ0aIMY+2MRsuVqBzge7J2X7kdF4ltd6x+6eaSI1McWi2WBsaVSJYl6BjS7+Q89zCqUoowZ7fzM1TlpG+MT26vWqRbiIsji6siy4Z4C6YYnHrs9hchcDcSJoZUfdmvCpYPkJ/A1XUgOa+diyLD8qr3W1jtJZ3r2Koq57FL1318cm7t6Ngg940D+ilzZrFq5WGLUCfasZruFrt6x3CcKTMrLQaBnd8fTwDZF9vZbKNL5OU6WOmCx01ra4grsKPJzuyONq8UidPJBjIyJNoT4i6acskOtjCYaF0FMiPyaiH0IzXAlCYDkFOds/14vpvb/BrJZYN5xhRSfF22K8lbxMVCymDjfLebeTzSu0R4n+X5Li1QS1YyJBhcbJ5O2m3KN0ii2LQRtKRM2I3ilA+CMtU4YvuJsbCVP5UxuigyjWM5x0nRFLF3If95URdoo7UEmZeC6hhY7rDOCTfXDzVbVGFgLPg6SxnFAreosmZyLwwMLPLWCbYFKV5+sv/+JmYf36UQTsfNfYBj27XJyWORcKYRW4WUjo1HQItY5G9rdRxKu6sgTFX5AeYFmT+yuAMmDlMbI5gM3ta6YycsNkdTuc/P1/4cfxb39dAjsBs99tAGH0bepWihGR6NU42FN1nd41fFd9SKI9fcgzWm1wzKVZGs2ShREPGpci/5U5UiLngwMLPBzWMKv+D3d6YaxZRTuHvPEYTUCyJY2ysAiEtxvs2UYCyM/Fr1jL18miD/1oXtZ+/VVtVTbckGIBNXY/h+jpiw1Iflt+TGddw9ymW7lz+MuFZtBHuJ5s2lYPyNZL7C+Dpqf69INz+8BHfqB4RQZHByC0BGcsCbj2yJORTJkk22deyJKmPotM01aT2S4y/Hvj8+jZftYm3cItPps2iRcuSqWFtTE7lfZa6GOhQLeSjzfJkcWks7WKKFAIOs3GTmHwZr6+TrxomlXxsSbIWR6t+TsxvRsdW/0PK3D1osjD+eAYM0AgxD7UzvgBXWeERUDMeAW5wi8gHFI6lN1nZoaquy1atwUM5MdkEyb9ETZHahzGnYNf1UCaaRVjnNfH973amixDilYNF56aQ7ldPsofbM99pA0kZ745OPyGs/T5T7vk7CdlvyFbQ1poGBOdVu9xrIiUDV2kHaXsqMRAohxd/HT4ZcVfxaR/VFF3svj1X9yCSAT3PVr1fvsk7FYWo+vsR6xfh64a3a4hGTC5eLOqhtCTBmB4ZlQ1bCO2Vm7KI5pZqlMecbzq+vA9K0wzELH15MIqQQtwQ9Mu8E0U4jRS5AP0zHQieGi+036hZM6lGrY+47elNpkYs6tqPjVSdTE0OZf91lNcuxpgU5nZl/aRrmaaQy8tVhaebYauyJ0AWnYr2W5LY+TChHk10PgQCxTBf5UxZJzuPWbm+tCABBdt1fUuLX6Co5VSnyAafPi/S6jaCab9mKl7JqGccgSrqLaGD1+sZpJwhiTFmtSC61DIQYpTY2gZ/Alrkm+N2YFxzv2+8c+qJmLe2OpWYBJc5yNHHHiuFGQtB+YMzB0ku70UKFtEnWvHXSgjKWQzVE7tTQZDl54ncRZnLlIF17NwVvKruIlwwmrHlb+M51Waa5karjP56RX0Z/U/VKhXQGPT8/3hy0XA65DRsQcujxtD+eTOVAoiPOJpauzuVhhFXjUo1ELyt5O2YjIR7j8K0ScUk/xVmCoHXhUgvCdgr71N+j88ny1Po7TXNjq83saDkiX1JFXVPXNHxxi+TN2sVDMkonYsE+o0hq1IQI/A0ShGrfKFhvAqWKc5H1pfMJcnVc4HFNV/6DVYrQiRG2wM+Pz15CsBq0vv51cGzBvELcB6KgJpLt+CqtSYXOUjNaZv5BJEjtpfhKilxKhapVLGnel0SvTDDLBZipQLzBoJQPI41t+FJ+qAg05dNb1ZD20mIXIPMUJqsULfwOTBEUFEVfsDdEfu6ZAxghaHbE7C6cqrfFAnIFQFqwrGmkJbZvMIFnHJpCZpFbkYrwnKP9gx+aKqLJssZhdBWMh8HYf2WJrZ5M7uunFewbT0fNtiZHvE9DqSlwmUVcGCh0UMeELEULyeh/qQNQPom9QNt5XVNFMpm/BOXnTgYxid73rMfTIUtAwKKlbzcatU+EVXpgy5cMhsp8fZnj1a/Y2c2C03lqJgYDl1X58kDAumCIdsbjiWRLWs1biNAx3TnFc+6WMicCcaw3KF9iMo2sHQZlT7fcXhoXFduF6Zu2PsPrqgWStaJ/vd8naHYYmJ33luWhgHj2lZPMzF3aWghdiwTVnX0ir38jLvsQq5BVROSFeA6IkCWLmJqSRE4VntS/963WvJeY3vHmbk3FQPy68YPn1YVLWMICQLUmP+Y4Y1eYdFAlgoohgabqSs1HISmW88TXLXod2eRH4QGkmyoqQvnF40p91qRaeJQ6T2zqICLQ6ouwjvnkFEMrqh5qx3KA/6u1EwpCiiwhzvcOogcWpsI5p346n+LrZTDkOmXZF98W+SqwZUV7a+2bJT62hHIMwXmio5uQAMPhlycYXJ3wwdlNaZsmKwea/PMwmmFw1pg+sXVMj5c40hE/rybsI9WElZ2IVVDTmUIR9yNO1lq6ymW2Xa8PTLQmlcwiHGMwtHGH2B0m2pLvU5b7EEGxfGqZlGO+bElYNcGXmlvrxbZdWgrcfu3/UPtZy76sZqdr56kHg/IS3mCUJ7d8Sbl6lyho8Cqd1bSUc3BmA13VrSG+vky4wTiNrYNETO2rEJenKTBnA+d5LO14PpPJeYPzLVuR/OUbVBDCzzL9miUAgT+1MYX+TbYtRSNsx/LxvHr6OeWCCwxCuOeLqa6WuZQOf2Wn3N6DnDxvv59Nrg8mjni1a85051DzptT6eTVREsyUYlOChJjp3fX9ERR6kJet7wO4S347Vm2RLpMtDn8VksIgY+GMpnURqF4VQRWGJTh5XhuKI6fPKw/3pG8wGMYXn/+LWMktGK3pmFRcJD8SpyTedwqUVViHRV056neYSAalZBsSJmDJcuSOARkkdcpGEtlYa2DmCyWmY95FBYYsUZJp26ssJMw3xp+1WvqGlbcqCERdZeFJyUdLULgJsxg6qFpkYhXipOpj3u+HPM71T4fljKd+vPRwfPuOXeVrSUw7cs4hRo1S3EyD/KZVof19PK3b1KG6jU5XTFTKwpKT61jQwEKcET2qTvnCi/kKL+SnWiAhP1JuuWIt2tQiMq8gj7TmITZvo6DsyQMDWUt2cuvoLn469b8RYSizvlWiQhB2U5t480e+ufv+z1LbBgOA07FPueT0JpnnD/GTE8gs04U5qAAsX1l8QdupFqMmhJZVlM8UeELC2f5XD8eiC7CFp7XXnBoFWhN1yEkrn0ZCbOMBDFbNBTBtRLzD8S3ZDjSaog7jhLnu4RjHemKVQtEam6qNvc92X3bSrVSZow3f4RQS6l+IJf04DpouQBacGK3lwbZ2tWiH4r9K6vgmv1YDX1Qor8iMvkZWU2g6X0LULhF5fKVV+jaDCYZEbAuejKdgsznk8lsvzCI4fFVR9sjPJfgtLZ0aL+wmmxgyQtUF+nHVxuKDD0JF2knH9ey7yiJyNZcy4NKvw7DkpTYAZKWho1b4IsK4V/8e/DlXOlK/XwKGYDflsoSACbtMCJFq4bqzEGv7QfMSOiB8qcXuYgmE8t0zax1GQ3syfQ/3891q++6GmrkWzzLwzIGRB8+MtVX9BeOTmB87vlhYJxtj+n4h+VnwUgk5ifrz7q0w1pcLcjnIrWRFZYGnEZv6twXLUXoPgNMYQxPzJcRkALPzri9PcA5rZCFBULXK/9UTe0UjcxNI3DT1vTXbW/IJEQRZ1YVCfncamsJS2+YxyZ5XMHhyrzCl6XGXmyn32RuM61MWvf/dwiRXvwr9BatEUKhj9VaB3wNlq8AwWrdj+E+NJfPUXnsTxlQVIb/+s2iXvGAr6lfeR3D512S7Y+4gG53MOBApPB23kEllL3XxwmtimioxbeviyucFWDcWtGKCbHAD/t2AbINZYXtSbsayFEKfPr+oi8w3lc5Mu/YwAqqbqdKPbqqVrP1HX3q8AZ8HD52qWC6EKbA7pz0nLXrfrCOd475WBVOKmA+Oyf43Ik05+YrlywqAf7amLGdcv8cs93NZGeYKeQtRfnMStuAVyQ65uHAQsm1EYN89YWnaWarTmeVzZwigyWydBd5lU60G87mTq8id6L0Kx8WDAdXV0rzvVIC/LTDZgi+XY5kLrkqZCt+TPfUmqOdsh/ppbgp6LfSSl2ht8BiGWpWoWLhSo8deYG911ePfePnbB1lCCsmkMp+9aGojP8DYXefreMLJhKxCWis3LRSXTebxyXNtS4VMKnmQTYku1FfCWLU8c1tdp4YuX+XzMRAJsWpxx57PnSyd52WTD5ApBFkYTZxjFn0xrIVjwSicpkCS2BuVjk1DxpK9x2R40P5gOO1yvER7CSr91sif3+ACyN+5yYGh5c3VcAsLu1p/2QFm2EqhTKg+Vd7EPsUxWdHVWcgU+bVfZh3l66CnfXJno2KK8PTctYUFr99ftru9wR1V7fzmv0ijo6rqbelr983vH7au8r7ncqkIesSofSp+YXlPD9Rk0wDcD8LVhKW7OsrHXFTYB1VXuSPtDnAMeGTbaZPWQz7dYNjUeo6EbT7zCZduJny9lH+zFSDDSNQwKkF5VVurOvqLWGxDskMvzZEt5Q6O7LYnJKlq8NQkkkmlNZNCsohWl4boKXZy6aHu1SXRmlNLy+6AmVXxT63dl7EKmXy7yIPy5Jj25ZVJqQTFpY5s1++K3Ege+qdlCpiGgvVl9Hm4N/Yjh5k9V5UT4Ica1yf9S7ZV1Iqj3uQzDG2X/xcRzwJMKsVaE1pB6hOVEdZyKjYCyNNTV+AgCBV3QSZ1Z11ibHG+Qv7Wb+ztFCnm1pQ14ilDoKUwe4jpWlsWudI6VTt/jr8Zi4pfU+G5G7AE3DqTsEPLGCLHHB8bp5PlieGynWlen5o8+ZKY+IkMY2vZEFXmbckYWz5eyRnl7mVUkcZMTFf8K8L89fNqLH89o28++tnPtj+dYOh2eVK5gNJKVvsPmGMbZXuiQm1lp5LndnC9AOQx/pXQK7XT1Y5BPAn101EzDeIQ4cCSVR8q0gAt9SXPWDamfmrKloRMRVqUs2uuqnwNfG9KWCCDCVaQ5dPLqlNqxiMfeglbuS60E75cEkGKnCwRgtaf0tVWWaghiRatJdXVkq0KZfLSa0cpy9s2Uzaz8zWqDiiXrFZu51PSGnNYb/mxMCQHMCJdxp299pkBB9OC9riEXaIlX2cbN8Bjb1huZySs+nkt31fzlF5OMGqf5R7JlJCSB5CNlDygSMh9+yZXkyVcCotQs2W2cxPAM4CyBHnQLX3bwJTkzHFC4+ReKREFGI5PBX8snQfY93Ou6MGgBbLoRDY7DOuRDn15AuNZwheRMnWWhkrmJJeVu6cdNdkJtlKefB0jHl2Qmu/cN5cyTbkwUYSvWgDEKkRNQBm0fPkTUyFt/9zJUPbIKGm/LQuDd5FGp/COTzXjdD+21O8rJb9Ur41db1SQsjRCphwDubi2G+InSwUTg0IDzVJn7jfCIT0iXw1yLnIk/189qXwjoDFOnWPDPMpTGyW/k1a4bXgkt8jVN/6rG8GzrUaiahACKhdNMtuhnRkqr02QL0Zn2VJVzo3o7O84O3Q1R7BnahIOMoOcCfwt1HxbFQcRFL9ajpj7pfGG7CdCZTYVXZzkHKPXOV7rOHoGfSoGwrrBqjWxFnY6k6xjyXUVknPSuHSn3UiX6GHCeaitdmsckf4F5yHPE0mFiPMiOb8lfkvLmqtR50dOrI4k7G/wqt2EV74RFjCpCKBYVRYu8Mdk85Xoj91wtlCWv48vWcthTWylnRwsBvPn+LBcT31wV0u55fGSDq6vFz0YrmYyc6ZnUCGpTVMoqUhS3SWy6Fj0dXKhgzcXs1z+taREeHnEG9E5u5PC0naJIcX4iyy/z/VWK0lOPKOvY4MmzVqIWxPahlqc8zgCJiRkAMKSNrTeQEHfMKqQLAF7ysskwK+CXIvVtN9AlRk34Q5SNarooowuADoHP54PsRLFstYlFn/TIUHyLZcvZoNeKJTreOYW2a9c7M/nuJiuzRKSEbgHDPW5ajDnweDOywWotOluI4wrF6bX2qZ1OqN/hodVlO2PQmJaWCNrsC9VJASGJVdHsaUkp8bJlDyUzEGG/GTTDmXDgswoJ78t+blQJMajgBZ0kEyA6Ei52sxEitZ+YBBmnI2yzt0ZriM/CslgjvE0mGrJCNGUMXhNwFjQdXYjS80T6EaOJ9xewt1cOuK+jcqoBbxEhHT3l+x1n8LjSO6eBMz5kYB4ivtuhNEkn3PmX4jyZ0FrnSIu9zP+9Q41XMSCAdaxiSFJ0wa2PdJBSkpYRBD0ixI5vWL5Lq6YyFCW1X8lT0lvVHThPMfEqhGlQnYkH+oc2R+2lCN390YoftVusKXMN8TlLuxlayEIlYHHnen7E2rNcGYndYrNN1kulVTrmcpr6V++a5DYVx+ACWweURia3ztEQpa1QdSf4KZO0+TfARtZ7g9ELOjs6/1JWgfLs6ALPGRf9lsBjqSNIouwnJx1l+5zgZFNr+xYHAMT09LJZf0En7U0jT0UCvuk/Go1/128V+s3P2mT7UGoM5rnHQlaJoQpxQOPuzH9OacOppETS/K3g3nHyxkNYfsoRdYjjr0tMaNO4Eem2X2VqsFLJ3bJCu8UwKq/2JqcT3wJfvrJfeMHcb82y8m6OLH31lK+IpCyARRkiTmwXGCvOVGfQT2DHeNmBjNWBka9xN5K0xeNKiOB4daWB8IQ+X4PFHBFJhnTyCmn4lKtkk/nlFme21Ub2S0ywsbnvjgnuqtMz3HfiFf5KBwv76XAUw3WQowTgNsYZ8WStuqTarzm7PwuUZ6OfaYpuqCYnaMWaIujMtDu5hBgBj5dvNwxdfAc3xsU1sVweaEqV3G4MhvXioEHoqfGXlYfO0bsVPP3+H5TKwEqX3/54lzmaDpI+4vY38cjVQzKwGJLrZBmlWmExwlpsTaqIeFTxwpXUyP/0tprlFuWwrJgE5qvk8Q1UJkuOnG4cUOEqu5UG8nJpQWjjwMYO0/on/r++LvnytyIG8/HZAyauCX45pAzbb/5CFZrhnGQ74OnRciy6ku2JrbubtzsrCxFzFG2xKfZO2R0Voa5J6FgwqjUUmFjxTKqrKPHryaQE/Y+p05Ued6qc5C8gFVHGUwOr5UFLwBJRLCWChGPmBp4AmymyktCWtPZdj7yJ367kJVHzi2fpUKaWqwOSV22EWSSQ+LnXJVAoXLJnMrgyNEdhj1j23zcYzcZFzPbd916tuBLN2KitrzvMhO661R27Fa4QQUGBMfawVx3DjcA4mYstYzLw1Tzu8Ha/JgtVVqVRKOjXHsYwLF6asM7GP6Ld+S1XsLleHA+G/VUXuQYFG6jIG1f9WoqblLysSI3LeirqxYXj2VySRWajMS8dU78quB+rfwlpc4xATwpePOVEVGWd/ITsohsTCMbCynricssukfCC3GOT42NvMcUB380SMfIGR6Hb0M1mAvdHkPdLNAjNdnWX4R/+2C1+hVcoIOtKMiQtf7UVjV74ie42ME4g7FERLpve3UHV+nyrAdh1wZp9Jyi0MdO3gTTaebyddUUp+/orVU/TLUv/b34LVtqPN8KewlfiVTxvADyt+tNuN21CJrmyUMJ1EgbGVkJ44onwYRksnnvJlVeNz6roeyNGLZfS3mEaewlHVnld6832dyhs+b335kma49tc+UZKiBHPyCrjOVQ18tnInw3tHzlG5k4Szxtj2jHs2R51Zdpq7V5PNq4ZNyf8kzZ2OerObJnU7lx8et2ynVS4ftnNH+OD8PCUwVzl5TWNygLbYdVvmIctdGpvLpLDM+zliU30jEF83IG25kQ5JNpofAlcDXGg8oT8eO7QdsxNzT9QC3ahhSCuauYLr8HKiDbSgBXMTj/2EGF4qbmd1KeH8FoinjBH08de0fLiXHSizekV2rkr6gpvIsUvcTJBnlkLoUahdBZTcPiKiyosAjm5VcFcwxUMSLXd/GwyNPS5B+UT5W3kAzegiFFHL5mh6rxEZSri2jfUKEgBMUUTU4rL7vnUtdUXhcbO5HgLyPP8LFsqk4I62gHnva3DzLYNtrF66wFKVOOo+z2vRfdJU2OTvHEQfycim5+XmzKOvJaFrKqe7EAN2TLX3KqhGBjXZDHqxwnM/nMffb8u5oWMo8rhavFjC01VrZclyElO6gdfLncYBLKMhmzQmgpMIJeVm94KYfLWscTnPqSdUqfmtu1UwtqOVcD1JmvwhPB8J1e0A7F5JMEo3Lt8P09UJYQJLJauS/hFaMLHy8ljGopTn91PO24L3ux0lSYLEYynQSs437eWw5lOxk0pkxUlWbY+VWJu0e1KF33PPO6NQxm8Yvc/0QMbeoIkLMyqW6ibbe/5+LCa/zV0iLsiBGnkOJIUMXjtjA5trR7ybTf+s6GokVnOT7NhZnn6iXTFxOIEVO/FTeByVN1MK0eA8q++aH0j5uO5rot247ZukZh4lpERNo+8TATcqI9X2VfkZh7GLJ3NRQcUsdRV7y4IQ4p9D7MRWUW3C5VvgNf/ZCKquyiUO+GjOAxwaP8+/g8PsoywZduUzeBWfKc5MSqJT8uEft6bbKBUZmrxWAWzNVWGxENm2rR4qqlIOl+y1Ae1paRsHqUIZ7iSlqFciSgXus/tVL9pPH1YBtcDRydhaY1bV2mEJvC/OUCBuSpWh5zK8sGh/koH0iIRCN3lzmOszFA5djUzhidmIJZx3hC33jRlU0LzFi2BYf9L5S/4bwVlLGlQY/rTANBxdyJbC7i3GG0JNlU/k6SVc2l9LG1TlynrBYiPCDPXxq/hD4w34X0cQm/VAKE1Gq9nywD1VRl/SdjHw5Iwc1Ox8AM+Fja2FFWkZiXMKWUGDM+6c5yuXInhLXBKnMI0ANbdbvoPUtK73j8RFxT3r0YeYAdjGXq6iCxOiAIfoOF5JzjH/JtHT3006x3PrJkugkpC44Uv+Isuq9fpnEKMgvTFL4iLZBiTFlTYl99ExA3Klg0MLscDCGZSTqeYppW5S6pJIjHQJZtaV/O/BZq7VXdS0ZAeINqPPk4zpHK3PxXR06SmZ3T8IuYsTXVbYfkVzwwUzaCtuzYSFDF7DQ3jcuTR9n9otiqNmAhVceN/Vjv8Ps51+b+59H6ZUrQf6HE2/Rbpw6S+UIC+0wLT95zXDaJwtpplw25yfzKa1FLI+LtnxhHpNpQ015rFUOftU979cLr7cXvq1FpJyQE6TtTQGpbPdvqLMpDcSVeviErK0n4Ptm2w/mGuyz8S4HT6emKj8FyD+mejlEbp6ZxzOPUMhQIjd/zjLzPq2n1XS3C3Hw54arsrdHrSXgW2WSEnbyKkClCX+xwljMhGNkJgJZekCaPx3Q1IlI7dmZAsovgpODtiA5sR1tVZ+qky33peJy4/eGAVpaO+dJypsuLceWdsSIlOYFDWyghbKAOmGOwJMrjuLUFaSBiyAXjiLXlK/NbMAHeCex3SP2CRQfsZZ4Oz0gTJZ6OHp+We4HJmV6fQhOlHcby2xJLdMwWZGmh0LK2DiFLk1MVr2oyJN87ai0BpuNLwbWLLUe+HGohnPtwp2F6E5p/oUFykGPKIvu8msVgbXiLR6G4IIeQB1GvlTvMPtQo0bov7Eu5upaIyV1Od3Z642BLyE6Qx1swWtOS1p2qeBgUpsnllyMYzTHa2c7tfl9Nb9rrAvShp5U2p62wr5liZ/Q9virBdHG5HLEEtqvG3FYYgBXmpd9Vkc8geMTGo9zjxlAAigjgjWcFc6QeU0enNJ15+RVjhSdPEL+sbG5EO4bkA1XK9VUxRNyQvLYhXlJOh5Q16lV6uOmYtaEybnC16tLy3ECKvZ3xD+VIKx2Vl2ghl/2mrz/HWzoXCi0cTe1TkS8dX4rNUhhGsJITy2n3VWG2od54k1NAGFmaRlYepB0HdAySq6Bx23bP240WDCNukJbC1UXnGMRddfi/Z/wI9YIqfNWySF/a1hkYydW5YAnvTb30yGY8QoL2sulFlrXx5RmZEZJt9cXdm9nqb5JWK8tq31+qA7KpxxX5K4PqZOdqKWS2w6YmLmvxZD+9Gl38qU2OzLBrszySVJZClmZA97s7pilb9bZ8qyvNvPaa7T60gSszbsAe7B2YtH/J3vgkKFLqvoTdOcf/HB/bPlm+NC4laFKiz68dPr1Ee6GFY8F2NMiw14mVqW1nzVzMR7LxRAu+gY2TbUbqAS0wlvsAu4XMdyn4A4b6Oqcq3YtUrahzXlcLYPLBouZpoyAjSn9N+XLuGllaxzuQFApeq+NGFw/FLFxO823EtnLbZU9ldm2DTtjEklFlBwG3nNddZ6ekXUlccjmvWDr1h60YKdTkGC8SxwjI2PMB2/hHEsmxe9cT5nniJBkkF7M5FoInfC3O6LsdbQlNQ0heqt+E+apMighZSRKmrV07GQ3z8+Nro5dblIlygK5dfWt776pn2b2RR5KhkiMcRrFdcneSj4XeyWxHkd50fkwatehNJ98UnMO1aCrczEtuvbc7ITXTWx6oNy0E/fNqnD1Ql/5fRxszrNKeXbEN4poc331XtvQsPDC9LjVdTE/lQI0gUZVsQV5NrfzWS3ud8oKUIrZSMRMnkiUBU8lCmU7+zZaQN0gKeUS2+zZxNgLTLBHXx8I0+cwhpppMMcjeXzwotN0ApNVGJxHEzlg7mIZvZgJPxbxvhXzu05kBcr1jMckIa+MmwHp+PF9Zmpv/pRlb0Lqv9eI5plnIFgLtZmKbz2fY7S/lYMBqrw6WrAq1q9OlYp1JKbI3POynoHkCOCTZuypNk3Pzw84sdSIrzwjx/JDvL83wqhF1iRcY1XlQhXIsQP/a3V7k02R+7GewTBfe3U0ebU0hDF3IWvLNlilksmwoX+WUbOcFE7IqRmgK+eJAy/ZS+36ZnNLk59VQCs0VrXcxtDVQYwSJPNN3cpBoWoTG7130KtkWZRJ+CjdTlUxmcYmFP65HuEA/vbqLQIU4381sd+Ygxw2MsB27l8r3748viVucbcgjgogbO7BJyUjsvAemk3xwBa029jQuj6bkFRmRTSFRFQsOD0FrobADctg6gUYCuVKE83Vp1GLTnDyp/HyL/pz+x1bcxRtCrUygTr+wU6dyDNvQKw4FS14vz2OHbf89zm5k8th8GdICH8+b9ji7TqajKUT+BqNM9a5lVgpPWUIUxg6Y4KJln1dDtebfBSsx70Y4MvhNdTx49Zm1rZqOD4QqPSyoJgTNbuvXhx5UjVVJJb43UryWLKeq6bLU+8mdZBeRFoLeDiHZi/3NVtqzpQmCt3am2lcVsBcd0wy3i60wsaS6D67cXq/7k/pKhYME7wlQ3s5daGXZurlzoBuBjU7ULM0Ogxc2sLwwkoP2dFDzpGb+X0SXSMHoIEIeNP6TnLHabOYa4ld/Y34B90UKArUtzlRYoGEe5abG5BDUVtt7rV51r7C8EW3li7VD2nJdA1XauMDOv69m9TjuQSctiHI1m3qevFbHqmaKp7Acjovv8RL4hpqR3CVoql1oIASUi/aC+Iv8YPo0fQgeZnqPmQBaniNzdB3u2ioSsS9+/zdiKCtqetxeRTuEG8lxkpbMpUtFU9aoltpUVhUAyaCfPNuWryxm5/mWo0pWNqEv8xIqlt5PS9A4UkHH/cigVAt4Q5J9Xo1BtgtRfTi+jnqDcqXF5Zs4vimrwdBRFBpMXCEOovig6ow4KEwhpkvEMeLaZMQHeR+QIGTyGdu4wEOTImEkL5mlUrwJbPAvKz7ke78/AOil2IHV60CEUpYGqnkqlfslH6eCx4M8B6FQW3dJY5V4Zk1Np2FE9mU50Na03Ytj8m4DzHvYD91qQ0+jFsohEB8O2PC7Dc0Qv14tlRsSmbI3dXgBoiNTdjercoZZXcqyu0i+0yjXk8hfAFhaZhowtB5i2yCBkTj4Wxsisi+TqRCIQkel3fqrgh1O2+Abmx8VtK8yrXkW08J5akVCLQWVLLZdGiFfGbkldl3CEJEMgt8CILQE1eBYefiGySSoZDsveNyFRbnkIvlxuSjZx2W0cDpbinjanJMW074YBoAqZtlTj7FDmphmLeDNyrFt0CU6/jXTsoRbWuXqFUFqO6C/YCSnUJTJpeRslTv5Omf9c7ysgAim3Hjy8XY7HCXJewdMj/ogWdgewfWkKpbECfA+1uWmMVUgORYPa8N2x/PF07ryB/gqCDlbobrQr1PUtRqn/LTceYZpH0GxxX6Ouy/GmV7m5bmm+YvYPlruw+97lX7cZ8oheqmYo7be9nC5ANmB3QR5ZLXekfzaWAuyWrsn/sqmNpjOfn6k6alJmV4SQ5InF+eztVjRRF5bEVVGEr7RRewJvUIKq0unshLupGgHjIULaulFeMVwLEakLltay9zIYIXAmL0ql5AKhfm8muVmQUg/nSjPzNjWZYqqaYY5zaMME0mYMiHF3J06ce0ETevDI7ktkS0waHN3L4vj1El1HIOStUGJpCwo2pLi1DjfL/uQ7y+ZtAsFNj9cQmdRQTCyXhjH065vW5GNaXasdFStblRX1vZZVc5MF9+Plavexiwq8ZrNS6EnJPCkaotMOM7U76GSzyyMU/Z5Nd3R4RjPa2Febje1VNgg2QjbIScF76qOZ55cPaGwnmylyVeiITuyk2OdKqb1wVieEv3KTsR4sdrvojGqm8BIyC5Bity9BWF6naP++3hag0Fe1TdkLKjkOVNb1+m6hO/KrFiJIyCtY5mLy8ZGqSK0Tp3Pz5h7QB5PjnbsqWVJxxRkwlVi3LY5i2M05SLVRO0kvOaDmGU5a/nEPTlfypy8RX5Dbo6O59eBLKt7xnLrljugQWJC4F8pc1NevDEunZ3nxGiLEKX2R53PKQc3fw2Gphj4P3gREvu2/BbqxRgSr8xsIPiCVR78FIhaZX7Y1A8GvY/Qo/pMrQPZYC5iGxWSZTY0BTfquBYMdsnNtMJY/df9Dl/2cjh2xauzHD2W4vPjoxFT8MLFNCIqNZm0wJlF8ksSVau1V/WBGvM3DSrzCrKCvMkm8mU09pIW+TcdaaPjaUE1z4288VYv0k6VZhjKgoJxniP8Yeumicr9ctkrmLlrMJQvUtjJ0oJKKERF3iimma98Gs8Y0COA037i6iNWyrIXg/F2qGlqcVdVcVKhMH23ErYwUL7hhowqBudvH2pz1naYammObcsfkM0geBXIGS6vS8Km1tW7dF5LIKGgGk8WuXHjPzZ9uctjDHIaEcs56bvIXs46DZWv7QPtXF+e3753Gn+xZVJyKZjKmRf1nxsy5V8oI757FyPwQnlpFreO8AtP77nSfZY18eDJw1vL/UWRJqF8EJpzK8sCQUdflddirKwaC5nUfX7/QhTW0MStzJza0rgZdvM0kgbXlylF8ZJrrmnaYXR+Ta+OhssO72pSP0q6/dy9m927AQDjUk3BLPviOVBn+SVcjV7ne167sdVyyr9+uFU69vZmtpZ5Xt5O37GF5JSfpnaR9Saod1Jg6SR5QllpJ/viACq7b436TKIMSWJD5I6XQRmCfYw9QZ0JJMHC3GXx2ASSKxZkP+daG1RnvSHlonKQbC5l6bKB5atqNfl/JYLXoubABlaZgU2kRrNoyZ4yTbXH/eSYSKbvvmKZbB94hTINL0vo81XqLyzfqH86/1S/sXoo8vNSUc1OcANktS1hTy5VKm+rjUoDg9UNW4lo4fDH2XiOOsfUlSW06wb9Bmztu8U0CFN5jMrhQtId2Ja9uzfzkf3tQ9BA4NSi7RLNzaumhku5oPMceoX1+BNXIbf1UNNMh8JFUq58QW8htbEQ5naE2t5fakr5tsTRTzJfX6Yq/y9oSp5mw6C6tQ7sH+BG797ox+3ZHJ+73y2xmVsc2iGi44TK+OlVdZmhmilUGFm86hRn2gcsn7L8/CLkSw+dsJBPjf9YcFfCHbBLpsy0fH/m32xBZ6blyziDjvxri25UfQkD3dfU11LhWnepeYJKT7y5csnnjcvy7Wiqm8g8nrnAY6DtydybbwDKpbXEXPoCFCox7vS++J2mqSZT2WFkmV6R1jcaaVEZws0miOcN/PQzuPU1UxeP/RRyqBDTFAG5UbkjE3bag2Riuxp7N6VQCfH1WCONkVw3nsnS0fF/I2rPz0a2XWWyjtv7mZqbznENHcu/04jEaUarOlXoJ2DAop735a11F9zwYUPEpOQuMheVRZ6Z8ZUCVzGlXYypMI2+x/ly+Bic7fe5mvUxBkHT2LLeXeRcQPpNfdzC7ELHn9c6fVt8PesqlA+ufoDZgPcEVKOsFLEEKvN5678jMJclK3fbpPwcmawt2Q7XaSPxzPfHN2IFCfHvk+MeyQcxC2Lmry/lLgQzNyKVtA00UiEQJ233QwaoB4XNqxHr4mZ9JL0a9yxN66TzUBx79CEY3ZEnSszC8/9S7DtNI+eYL0ht863Q86MXuhgnFZVezyM0jlq6pcKYA/ftVTHznycStN8qFZZ1LQBhjdK3o5YcDizfX+EbqQPpMMwUvyAYn/zQVFbS0xWUkPKlyNk0wk4MCo3oSxQDpjwY21ituV5pbReAkNChS+cs8Js1iwgwcShcU3Ep9N13kdoEuUWjhuTDtKLaf/Si+Ll1pu1H3xYzU45nN6Bg6uLQUhVSzhMYJ1wQIUzsUooAKbYiNqHLezX2h3Ld2rLzRAoGVMXdYOaUxGpBcs0agY5dni8pP9L0y2CVy6dCbNRxIlslQCRoZvnSZEWCamqDolLTfu6hP7Qyl4hMGpyoPHjVgNyFJCb0PSfuLhwIPtGpDqaI565pEkL/R5U2l/m+GlVBBFXPE6tu01tpq6HT9F+kvZjZ8CoGtXExUEfHcXH8yhXLmXI6ChZbF9ndprxAB8rxTNnABHFYRqGHVE11I3RR4vDv47lmaMAjob3WYAFbRBM7ENdZSEZbqcCV44QWccEwpQQV8iyQmcDrFdJNX2Qj4QQM85kO61QARpKcTMslPaeK/a60Gxfi+Z+IQRWGytVfeFrapNRElBYtKVQJ0SnHNPyYH1uxXCrUyiOqkoGJ7rwvN3F3zbCTbubkqpBYCLWVzUS0rFJWALBQNK6pZRf2E2PGBC93iiC7k1twKciX1tBUKS48UaLI3wZksyldNLsXJ2WJMqlkxj54ByZFDJbEQSytNX/voUwmxNdpHwEb1L7meFDI3+d6/EkdLxSWRF+hhE+NQ8satlLEqko2xGhnp68lfsPhrhKJHFlxcq0bdZeYY1Qpmd35RZn80DcAKITmJP5I7gTnn/G3dJHw+fFRiWK6ismk0RNuvawrH8kmr62L0A57VdBSOnaE9+sY8RfbjFX53lVg/OiIajqLgjhN3bIOVFXyhtF0i6yS9u+5/tJNbq9OFlYTD8J2lx2xamkcW9ELgyGYW1ZIO54mLkN3x6hkIS7mRolyyEJjU8UdmNgKzgBzqWI3WR1fUyVTxAW381g+VMSYAx2+CyjK/90g+b0Xy9FbHzpCCclvhBQ8EYUR2yES1IKQspkmpm4Jp/TpezMdidul4+O4IX2OOjUzkbU1VUntaW0gPnfSAKobHtDotbIeOd/qleqm0jFaOibO940H1FiQyoutKQSX5Mj8sO346FjY3J8OXnWtLt2a8+cqlZXWN6GVD5aMMwRdB3WTFf+JSDVVpEVWsia/BcKgy8dCTrnqu8VV9usSoOlF+YvN86XsL0kvWfC999icMGLycS9zJ803lkeUNb7tqNJBCa4NFaad44UY31X8rx6dWDQP78VW2WFxM8ZtVWUmWuyLPFrT5DnJk0tuao0gx2JKf72Cfl1Yzqcj2AEvbKFTY4af29gH900nfsz3ZlqCTy3ni/PzanipxloMue9JIzajY76UYXIq6GzSeYXukuL5DbQhxZixZa5tqEFdgsda0Jnx4SqHZSqfLsCqHpmAq2gkUOsqsdbdCZnKnQ9x+z/UnsOmGFxicBGWTjA/LsbpJ9U8f9zXU3AeM8Wb2B0RBKMdno6xlTXlk80vSQ6qNtQab56uE+WuO9BWzqa+5NFRW254Onr/Fuo4GvrOuB1Ru8q++INq3xlZvJVJbt2SY6uNPVzO129IN0LUgDxYSlQk95sbHrQhbt0BXXA0bFnaMo7CFM49bH3x7+OZhIG2cDAoluTJWyp1hPV4dqa84Jdpp0FBiI+ssvB0vrdggrRTVfnuBadNZ7JdhrD7pswcI3nwR2HAewvR15McFstvoTbzEC24wHp2IjzdQk5rJ4ZxmO488G0qIsxzEz/QDzWbrtcLLS8upAIbVMqo3Z3WUrQk8ESYVvK2FRG/UgbrXRBP8X010ImNValZLyjJFmIAZSP3BNdLHbMODflcS+bxXSoJqx2vTd/kxZWlKdP0cmD9N1DEb75MyltK/SUN+TJch5RPt9pxWX23b2IeX5XvSV/iqYHdusufjbvmmqyTUhM5BXYsYWSDBFJyi7T7VmlkbIBZVv3y0E6hXGpBZZyepnCW+ZostzoK5fnBQDVZMH/FGMSPJy+X5+Q4XfxYl8JYatTqUUUrL0tHYOtQPbcuT1N4k1hIuJHtaOhC68BYT+7aGrnn34Q8IzZOR3AGHnWiEcL30tSWYHw3oLVwaoClVmauKi6uPbZlHcg3So+c8i5rTxlN7PwVl6cdj59jJRYBalrDTrVkG6tJPsTANbPWoHXjOm7zcwOtsqcC0qogi/9Z2/fVNOh6HZthIjgnLoutcnNBHJ5saQk+ttXcHYNLad0lmOpUsG5YkCx4n5Rnlec3Wsr7VrEpHatoKvmq53TVCnAd76phfAp/U/v7eFfQ2QWnFUEK/dqbyMF5LCHP8aRCnooi5XFsPqTR31judY10XB0ksyTq+rk7xrhEQjGr0z4eViV/XKoHeVhchTCNhNycK87a6jE/d5KrGo1jeg7qJcsMYHrleFpspvC+CSwUkkQjtuAqTItxWlyqnTtvV3JziAbDIhvc9tkY8H6xhGKAm/6WYHH5OE5zg4z/ROSbaPb61hy8zrrakFfZHfMztRIvj76E8XLEV1m5SEGrmDaehNaIICITGSUlQB7llr+MN5KmMkeBqoDT2k9Bx6xBkL2T9g7zRy+cipzUtNVjykFhDAharuJr+brs7IbeY4cxZZe9hES9EWPmhmDBqrb8WzVTHyehV8W5TLm8tqeF2jtDs6C1iGagErgJDPn3x5MAEaGgX+YkB9SEbVS7LBcSlnrLQk1YWiBvUB5pZe9CoVxssfuWCRJFUhR4O82YUtHLV6WTaQsnxsYYR1Ct/bqRRXLj8X01AUkB8pA2qbaOhJLQMTuuUYoojRVLD4ZfstALq8yCyxUp6gVVLboBW3noBsq3qmMJOohrye+t0Hav+na1f+CF29//oW4vKscJNq+N4cXlWToV+fbBWpDdwK4N7IY3jCCSvem+55f1YuR96fiSa+ZNOBtJnLPMVE1CQS9frw3zhRydTCNDB5nLef+KsUi4gsZ5X/IpkvOlEj+puTAY9ySsMKqpNovTtQ6mWJHVdhcnSL/RrbVcZclB2qJYLUzmpdJiapoYY/HRb7y0LUDf8DB/fsqW3JJ4XCJ/twZl5rRCHh+uUB4NTMU0AoRX43HxYuCpKmW5rXoJM4kXJkx+6Tj4op+11Y6O2aQsDyucQvOLZz4iOjY+8Xug6BplefxBEKt9FYJgW5pA3w9/Bg+DlbuoWd1XqzgYJZVCNk4OqDqWR7DYKIUIyvcq2Nns0YUiVQmQh85hldNRnnkn0Ng+Zuv6hinjlFYmJvkGuZSQ3xWGXzkeNFmhRUjr27w00nC+Y3eXsrwPC9OiwOBhPTFT9F2Vlev4gL6yMe2ujsm+3e9THmA7iu807ZtjNVPVaYrMty9ro6pFTs5KpBh0FuAsoagjqq+lJiv78UOMFCt0iz6auITX3QYh1ZchnphGbD07nZ3h5t1gi9yyWxW/4VxRcalCTZ6G7Tqk2s4wL5WsZOS9U/a+JB9bsnLoZIN1Xtqeg00VFYMTBp77uLWyC8LbLapkbmCz9SZ0g73n2S5C0YsYLxL+1ovmOScxTFY5Nq9tBxYyLimXAmPyowotEMx0HEalb5EvJ0wmpJFNkW1zgp3W+z70WF7FAad6DDZBI/laMMG7dbEaMBDX1+B/nx8/Hr4XCaYwz2s0NTwJcFOWh5eUlHORPNSNalogyfYcSJCbP+zSTeMyT8THx49BoR97VeJsgRaNtZt6nEFeBfam4/qypXA+BfI3z39sRbHval8SM2LysuwM8mnR9ikLX1SRZJQvbacfeMa2kaUCjWL3FqDNhTp+K8Joq89yKlyR/bb4IBzVDO6xgrWj/R4oTZp8pFW8DlHHCAcbTyeCrQyAKFdETJO3IiT75hgJdiarNNqnBx8Ac1I2WrjMxyxIbs2e0inBtWQSnUdwT/TLtiH1nnQ7fV7xXL6JuXYjjA6M4tyjr27H4AnpW2fJbkHKwND55XuwJI/HUaaCE5pCB7XnL4cLbWI8W9aULE0dm+4tUEETXnr3rq3ZWC+qu7b/irHrcl9fJASnx7oV605WqW3FxVOlKkZAVWd+qzf3Zo6yzvFVO8p1G7d4JqlWuUShYjPCDSnOscmTx193dapWfe4/tjeDZ1+6cvjbB+q6+q1mWlxEwmUQkYaAvI+ifGUIbLpQB2OxDnuUJRz0bjzGVscgxuMrW7psI7ySayk8NlzOiL7MEaHZaQNwFY551RCZ76txkQOYkyvwJaFmabw06fa8SPI1VA0Ac2RWCeC3RUSFvQGwq6BUxibM63Eyv5kD8qy1qqptPPoOb6Z1nrfEfGQyzIlIElZa6/CbmGfPj5c77TjylN1u7fSWP1/vk9JJSDL8zrzKhgSdZPOEK03lE+OqzaOtA7VqzElC5r07kmsr9AHdowuDwXP6SL/9UK/I/TlX9hjpwoTjmYoSfihBpYVZ5aVAWjrIzcw74NvbNyr2U1xCF47s5xvHejviMSEzygejdthcNMk0sq5pqlKg6DHB7i0U2N3hwM2553fM7wbUqUKZGlvz21ADoEancFhuxUpiEewh8yPhRo35uIUFPIGcMlPGV01rqhVYUWAh+DpKHTctL3utqzKRRo1ditNczuJqfjN8Xw05wo/bCrgEfR15KJCpnHOgFLdCcoYiAAYj59v+6j4WgKlWDkxmwzZdbdMI4Ixfty3uAVVPUIFSJ3Vuzjj2y2+SQZrKf0F+EnNKIjqaawPuGPCUVZSU2yy4ixjBILH9QEMvk4ttmbrLjYQ4L1jvNuHlbMsLyoL+jQqr63FMCYJmLVvpzNdWL5fqi9hT57z+E9ELrYxgMqpoEUpb4z/KKQE7Y2nBD7ifHGSQJEHlkWt67ZY+SO5s+Q6eWgkFmk4vXwJt5UGjTfXtSoCmTbWVk5MLy//qUW1sFiWksYXOmfFNiPx1GvslxNOo+BQr5aK4CdsJ8uzW459kh6HFVLROtxMD/YsBUsLSTWab0Vrm91XUJt5n7T1SkB/gZhgX/vehO1ODCQmylRIRxmcI21Rh5I7RYDAaAAllYssdYD3SrMTzI6BQLt+XctIywdsk89W8pi+XiUeyLH8LpBoZ/vu+mnxdS5mTsjwvhM0Elu9927CWTNHvDUU62MCR01WagI2dgq2RM10ApmORqIreoyMTu1IXy7GzHIXc5xSMvnrHqHPM8VRaA9zgJeFPjMUFEGB6cMdTGAphGgFhWpDPcp7LV3UjueQnFYw8r+MRH/oRY6CIyFJuUB6cquA8lfeVh3KgphpELEbC8K00LYx53LP0SL0/eqGTCWDE65NdTkGZxmRFLd/Hk9nCcYUgCfcvEspCBTFiTJZgGJcGC2snHEFPYDxEzKwukvx9QzmWFXammbp+7CTzX+3Y+FvK30ItL/SO+pjo1b1E8vHpNU1HL1vT+H6e2nYQaxcBb9dJk7mIHsuf9BCMo9w23BIE9zCNlxJEK4PcGqaRPL6+Y3EWy86C4e8Lf86Vsszb7VxqAJgvmKvKVHLXwgdLX77ldl59KO5IWYNH5Hh1eNGRXsLbesc0xyFL7zo9Vj1Bo5FqQycVLeLai7gs4cJb1TnHP2XLpbSjJEcMvhIdz2cbPMszQZYzczr6eRVia1Sr0ciNKMpkUt5ZXQ4tCnKfxAsX3yJ33hiESB2HGEcCzU1UBUYzLeKRddfSon/DOVtYhTC1tG0sltQ42Ezwow1tyw/a43byuBCRpe14ENdxzR8nQDvPEFPLjSRXSscwutCC8uS2YwvgNClg66F/M61kuwjxw4h0dyt7hazFq4CEd6z31ETYRZ3YJMeJuDKU/CZwA7U7sjHFoG7aJe8WAjUcdcxU8LoHMZohWFKhH3jzxOoVNE300s9F2jPym5jBY/2GKDYquhNq+3TqULHYEccwnm/tTmcVaeA1/rHzg4s4AZbN6aXgjJ6Kthskf/breyuGYLHUOnl3EbUXnTzzVZafY4D1p2wt1Zx3miyTPJMuLFk/Jn4z29OU48TBtei7l/q2bAkX2zJljuGVsoICBG9qtDBiQrKWBHnOzRwWb8q6bJ4R9QJqCiky06tpwOec+UwR+dt7OF5GmPabpx+AjhM0aOx+NOzN5MmhycPI48W0wVGuDq2G8CbLE8QSLx8B8MfBsPAgy/LHw1BVg3Ub28K6YK43tTCsLweznxgTh0nimDPpNJ0HQ6hrRCmuFnejIJmcpN8xRMi6VyEQTgKtdVGEoWDyW8kdDxsTPIdLoPOz0DwvcCb77pG/2wy8WxhpV7d/6ebiLWjGngcVJKbNL54M1Ro56GUr2nyPC0aj5Efy39Ta8etx47J5HUqdKRnORtIMVqJRkwnXEQSeLWyyx9I83dqp3NrDs0OeL+d+X40QJFN0kVSAuV/SWUZ1n3dVx95TedU4kK8/7oY3sWz+ysaXNagZHo9T1Vpz2QvPCE0NwHtMkTO+pIqOYk/l5dngN2bhbu2EDXnL7XMnlUa0YNi6qyYtgYQhpckxnchxtZO55hjjF1vkX86AVOTcog04qdbWtEslswkZau7qOY6bq6OEVesCp5OZjDMZveQhIuH7vhpNtmiGgl80deEWAueeYLcUWyOLsKUg3E9OUC7OPEgZBmNi8rqbCIZ1A4j5lROtWfxsQS2FYprGTlU75SF+91MWsXznn4H/fbx86eFnOZ3CpefqtofyBEaEzBmzWXdk/D7VbNrsqFnwJIkTtM2RA/DoDwp1KpyFr/25qwEwaV3Y/FTQcFA8MG7wBsLuvuJzJ80ECwvS8SXrryB9K3QQSVfIa+IsEfOrKlBZMmO5O4z2BvlaawlWq4NUMHFqxL4Jg6OicVl5/FaNo6OFsnyV2dbC2pqsRPH98QVMNm1xSi2N3FGQ9wWT6XSDFlE+Qyp67ObOScFgGFOPxHN67Co/2ZC6EdjaLk2JMm2eCJEkd7BkG7vFLQ3NimUnp2zt/gvReuHrytaxEj+rtkw5CXsxVEqZh51IrPfGqs6I45A9kdxXhRXaGOBrdgT2YDclW4G7XL/OnXgGHDmCpu+ep9guqZ7rDtwu/ib2Gd/ZQByGK1EuLxbzVWSeL68Ivjp2EzQllbhn6NhSFM5qbL3sTWu7GdBJ+MT3PZEN4iqYmn01Tu/MD9G38FZZfrcf+lpW83Tw+pvxN5z3bqS1n4IKyXTYYMj29XBIkgpf7jiDcJyli+QbTnWzbt+tl2hhyoIBRwOBmZr7g0pVGzdq2XYnCuPFWpYvRwxmRWrbIdv/sVXlbpcKp9KU+kJOctTqVWA8ZIdQOSahMTuVucgcF5eG3/YhI5+mTou6Tqx+QtaXl9B32SL9TGZaQGveyqLctGmNJZS6HypSXsl5v8rD8vdxr7okBuDK0UJgU3vXuGCy+KxWX4JOdMCFCI51LAFV4RunjIlOGJtRlshLvo0S960G8nLb3sf+qN5xADs2Hfu7Aau7yF/2aoWMLiregxa0lwcJlmnuJazIUwzSLYTdu2N2ECcblyE7uCRAuvoXQIdfsqE9imUholM0ekg5laHLIFksfy61p/8cX3vXKNo8ZMvLkeo44jeIQt1g3RvrYVWmJorvdPH6avXPtJPj6yWMeVMNg2zAF5ZyByzJqlY749GvN0VG0wEsvm6O0VjkL8a/fsijfxQekgQnSlRpS5vnUVLnG/mxSlKxpC6GbNHTZE8mvcTT23OYOMp+jqa5IgaPbKwYxCFQ4cEmr9kztec0J3uZP2xFZmyjjPBYos3lkZEMTlbJkPQDhrXsRaM/s2JmsiIbCnkxXjq+k4PtJJTSI83G5v3falTZDWBHfL2Se4Zy8uSGb0ryBdbeqyXKbleCq2FDx7STKRB+kLW9sWrW5W4ipWEVQpG244ic2OqU8/JXF+5yBZPHzzpyRK+QDSPVkpxBozl764WvYLTGvnpb4hecz9f02O9SNWflppP3pRqpaSgMiyxI/ZeF40/yeGlf7d0ei1KMTDJ0rc5DWaZAMFVkJ7Hz96lnjgIMbmYOVh7VYX1j/F/E9Ya564LMr5onOwnZQ68QUWUWcUSumWBqAnJZebk2tYUiAbpKVaZjVKZLX2V5VLE8gmbhSNETczp++yLhtuZdbEZ33j+MGBpZr5oqY7NvUDRZ2ZiFy1kj58recSbL7Ji/3J9Y8qCqipxMD1hiL0lgUBitmn7r+mLQzW4ggotUVEL2Tq2WFjjxEWPoHNUnMdv6F4yTFVPZRpE0/3JMx1GRtpv2/qx4TJG/T4nIMz8F5pA275NKZ9u3c9y9d9KvB3tUBvYzCgW1IDK75NeUBO5uOd+q+u/j2Yu3QcBQtkx56rrJWqrc/3FAseQ3qkvON46+WGXUQkk7bbepuwg2kqSEm85r9UULVqHlbWyPDfwbyZ37+GYDo6OCDHj7c/yas+rAiK1qy2nCU1VWdAupQLDg8XuS+wh3wiyNlKCNAaOIK/RcAQfdCSTX8UFHT9TPcC/czo6ZbETQmipa6a7HJfO8Twq/z7WYM6gZ08zKAW46sX2U9sOLTu7ALDRfb624KivUcRHGUWVQSik12HbtZqQECEIDICHgzQVBwXoYYGclSoAF6WF0kJamgX0Ac8459f3xsQMcMC4ziu3VMRHaGfg3oTz3yviVVe1ratxPua83wrhyks/L1th5QAG2HVp463HidzwK1JeXVFwobJ5zSuGmqlbJ6SSGd87B/0Y0I2yyiZx0iWTbTzrKc0bCTzOuJUJhsW7sndrYsbXI1M3h64GqSGhab9R8ZUG+u1xR/JLGexaFXNl0o/ZNc8HcyUcLdImfc43eb0hckikjy0bRHbsW4lyKhrPZb2oIvoTAchqnB8q8axFBVY7tfABHUyuEENBiMRXez02LBEGtLwCtJ612gwxL7TqlJlbtf1DbiusUhhh0pKkI1E0qrspFNaOCt2C7xJm+HT2lsIPaZeE2q8qaaCPjmS/TaZjWyKBqNSJyHmVYniPI1jkZezz9z/GQs4HHJ/kbWCd+ITKKTpYGjifEyxXYJ4Z5MF0+XQS5lkFzXrswGilUDQP2jSLrJhhI9MgujmnK871pS1422WVbIZsKSnhcr/zNiHjpNNayXXedVqYinxZ5FC/kUQ4GVcIIMoFHEy9fEqsBNrXKpRMlXF0VvJ1wzxbwFgtVgrLVcZRH+ARAKHXOOHwTRcR55n8jwqU5I64y7eMbk9qEdmFyJE0t9DWx/RqYvusIZXdM2TvOHV+pvMHgGX+NPukVUg15RiePCQlsNyCtCR2fZ2fBH2e3muY1+Ab8vprjmrt3HJwb3XLrxa/Hkql0u0Hj8R2+mhTPkhQ1BhOsLeWOWZeAUVjVUmx7D7q1a0E260lROsvT8bYVYpxeXrWIP9okWwL4vxCzlq31bmBVk1UouZCd5h5S0Hs3cWyyET5Mo5u+PFHIfHKOsCZo57gBK+ULzDdBzFE+6Z4GzJSPHSxKo3frhbgNKb9R0Nl+D5Rz9AmtQsPnnRj3hsjVqfPT5SnyGFLcT5ryt+SW08W8inkySzHKYx8mUenBNCaPCMamgPZP6BczIXufeyss04Etrl9p19p+D9RZqqw0VrHhN229RYol5ZKOSVHtLsm47G7czESaVE84JkT93DEX76UJOIxNWStMT04N/piXHmi94erNCeUP744tcnJsLs5pjqjl1WrOUdYUD4wPwt8kcCv2PdSkL+1cUZAwFppyzezO1aac72aAgnpJXgoeq1aYW4aQFuJT2Eb3qyZ5dsN9M+2Umm8Iq6LW+irBv5H9OV7zZGdUsDi7EKzfN8eeSFC0gC5OzDT5FHm9wyVqp1PtUjcU4+lr6yLSvg2oLQBA92JcjGKZ+qHDNvTQSWwqaBLawlrz1auTPzCGl6HKpzGIoGxJKbzvniLjxSwvqOcwUFO2GrIzlZksDDeiO1sOotu74qMDcbrL41heduqScMVaUA14kRwg8sNILxJhCZuzfV4NFNZLoZOuPDnDki2ZS+ksXgz6DZgIfUnoLTAzDWER+xVEeRWO5ae1cp03rO+fCWJ6S+hzKnjKyLlgSK91E5a9TykCTDv+yt8xdl+benitmeMVCU354S2HG5GzPUtYp/RJTkd/aYvr+0JCHSdUEt6qDHK1SqOj/amoaVa/t37uqw6byB6bU6Zv8OjuJvPv42+miYtDH3AOmMwUXLFsIt9zt9BWK1u3Bh1+WUV8wJX7YNZhty2NkbAa3WkGmYuledW5dMJphYcmvUbnU2Na26WnPFS09k8tjZeQzKEqwl7SVBZR4BBYJhUDM8UBJUkAQL8JjTY2fOMxA01ONyU8z49xH1BgP/jNdStJZN8xdjqC9VJPg7N5vDK+G1A1Gao21iP22kBHUrBtZ7RQ4+zoEqLUWU2n3I+eB6Euc4U4r4kT1ZmHjYcbsCoL9hjZqjRae7J6KcS961Fua9dk7O+J3wO10V9pWciuhRBfL9Cv3anSx4XKjRvlKCkMsw3Zx75c8RHQrbC8xbDgr5R5UVDJoJNVt4S9sCnFIOCM3oM9pdEWX6fC++8Vn/xgzr4h084nNanyMayFKm1Vk8uOnNmjudXRfngt5THTwhD54J0eswpBnvVCqxN8Cv0ChYPnhCMwdMzlMijUijmC0Zd1wZfyab9RJbY3ZELW7dKKHX0DcbVIJl/u6PckxkaSgMsd6F5eakZLUUzN6Htac5UfprFx4PIjvmNZajNboZbM3pNwsS4CSDNbGvR27o9QZ1PR0Sllpdqkre6yhEu+QHpaHqgrR0NX1ur060kd2+TtcA/0pyl6+062heXTVFdgO69+aVeIu2GageEM6aIabJscGHzlX2z5UyzF0m0hOR2DVou/Ju3SZgnB5DA4tdjVq2JeqswveWeoOH1PLHk8bkucQuiztrd0ysPO0+xVCSEeudYXarlLo6OsCv879m801dg/mWRpoUsH43BubZnCwiCdrVC+6mincmKPtJ1obpnfM+slrstDk4S5KkZ9J1FmhdVsqC+E61WIjfX4ekcWQTeyQqzykx/0gOERWDwiygOlYZ9Fq91827Fis+7oaCdWyigJBb5UT7sJ30KQ32Jh1WELUZbBFvqSsNBklXHD6340Va1g0uRGAxGTOxxorh/yPabHLCZ4ntYxJvxSyjPS5I+GB6lmw24v3sdEzF0+7gHlMe2EdPcF43SkPErEr5fF26qUjTlggtxhUnO5CLWxvqt/b34U0o2bAkuK1tTqdVdjPQhvIypCYstGFa8S2zrYq94uMAtcusWm7AzsIpodSGp+a9baJy6vnWrPCQYTp7InkEdh0ZwNJMuQJ/wtrn+OV0XsXp3JAYX7gyEy2dQchG56tJQny0L3KT5W1rnn0/ggEIVCinIzqcacAdFI9ZvJFo8+HYa9vp70D2lFsF5Z4rV/XwhzX/X98VV/47rPDVwRdG+bIkKXqSudPPjbDKkembaDdySU01cY/2YINQ+QME5+xL8CWh+Wnyqs/JvcIsqR7dhUtft5jNc1eRxh+9xJ5IvBF/P33LSdxxXshsCOT6uSj48HGXly5ObzyoVjUK3KqcQ0pU60I8BMHVZXDy0xu1ojEjvZlX5VnHq5clbKTv1FgHPqRy/KI4EbVjMIjbwPiuWc7vzKuHw8ucpxvG8XV2ElT0jieTDceVhLL1+J+aJTnRRfD0KbWvOr5hNx+FnVzpC9BDBhkJO/z9WbTUhNAtuJq3LzdSofmZZWznIF5qiOMlji2S0oskO29Rf7mlIzrhBkWWpHfH1PybLM9ye76xZcEzJ5E6KDF0YEWCNSxd8+uBrhZypjFpZUJZODVMuRORLXxHnTwr1k6UiWJGkvOYuQ4jSRllVVSFQ5gm2IF5KKXdg45LQILi1fIyWVmRI+NrwtnPwc/sAYahhZG1gSjidTsA6M+2WdUF/QL+5ggxV13dutw/FshIatRco0rSAvkzUCeC+yYGJA5doJY0Pwy5EXpINlcZMtM15Uqwh/9kK+2kSWc3ztU78JzJyUukXWy3Gdb/XWBpWpcUkZzGsQ5vI3E5xHWFsa+YaxZFk/jKjPlyxdZmPbQvl9Q2qslQowtrqfVZ7+X8nzRy/6Lm3uw2DZQCrf7uMm35K2Wi5hlRgMBraBr44+/aXKWyDMTDfHpHJg6luDMTjpErRigqd9ArkJpra1MGqN52yOaPl/f9gKMHnO+GB8I/JML4avnoU6S4Lu0k2Wv2PPuwXkqBxNP1yRbwlohGDK6u3lp2b6mhzjb7VYWu/A4/4YnquzqtuYklpNeNipP3fyW71gjF+pCx/CVuKvq9ONgMi6vi7ZiyzBDIq5D0koXAQDJnhCLzhJEmoAC9OAFQU9wYIhWDtMCEppQ8pM7uFDbRJk4ndpvj/+iqYKxvKI5ZykUYBpG8uerRBaIajus0xapG9b3iktZ394J0IGeMLCpVogBYfI/IS01V79qNV71ZrjKhqbVa6hPAvRcpz41YnPj4eqFXbLiFpNFE5+7JK7XCTFWpVQ0LZClmw6nnl7sUYw0PEgkq2kLaKwkDLFpVQ4s1Bneup0mGA6QppcXCaicMHOC+Vkzgx49efVWK3CcmPAU8eoorW8JJuLVXk7iioAD4wGw6p8miV3qVow7OtV2CxUSNFF5hgbEvlMREbJKPUXgLoY08hXO0O0cxVscEx5huLEfhgxe9F7gBq5MnXkJMODHqO1OCxTMFvo4IByIHsufchhqP9RcV9Atx1B9BW3JfBEjmw/9Pmi5gJzZska1J35C3hLAMRJUvsWpxUfhUT1C8yNtaf87UlKELi/qlgoK+/zDS/bZ5SbyFc8mUjr4PGIXC5K9tPR4hidMo03Qa4TnDTKPj1JsLMbonRRJCN+ojYcneQvLX5gzLeJcDI/c3308EKhiPhlVceSfCWOM6dgkIuF2u9y5ou1PKpoAb6pEwdc5UjMKxXx+6aUOXrQmvNmb1+rjrac0znU1FH8xBggOEVFXZg10zm7l7oly0CVGHOtq/EueRYsjZws70PvJo4lbleIwEJ+yPGM3D2nXnXHwoClY61FhGHuDCPLkT32/xrZJz8o02hvcYhHIqV4Le2mhYWcst+Q0je2dUc1L5bH2WmkntjQuKk3s6ntCmlW+zkWWIge4wKcRu2bosSwBFZhzI7YS7dJC3vVWfdvr4PZQmLizCQWwGinyHJBtnbznWLhlAvKEn1j5TnhiEqzI+S650qYZcn2Zstv94GonfR2XmpYqQMlobtUq6a/nDuftPOfzqfX+IRXA0CU7k0d4iaA2sn026VIDnW66nsoRcZU9tyD8E5mTdX4ixV+1o2xYe2tsHwxAL/rALdyTuWUSOb5Xl0ePZIfn1cjz+N2QPiqG48m2aq8XAZo5bw6qie3YJ4+n0wHXmD6Sr0rjEFGQl8K9p2gsl2CsNSUB2o0ce3YAkliny0/xLfN7DMikp2Xp91fQ70gsRF2pM1XjgCXnf951GYnV9KWH15MUC/IejEL2e1aq3IamfBedDRDe36+OsN2xwbp5JPyTa7aEgxxB3P2PY1eoUmxuzrfaRrLuN6mJpsGz34PqmrFS4xAeuzbfS9qtURmbfsjx7BCj1gpjVAiOLrPg2pqattp6dimrEWK/agZMCBJduc6LRvX5uCfWguqMNi2IptyftqFaZ4F8ZBg+r17cSgQNmcZzJSsx3Ee4jHwPY++gsfS/uViZ3F7iCuxumMql4WMbT9pL7OpyZJbjS1HoU5+f7y8xBo5y5Q9LkdWmzC1vp8nxiwPJI1RZIoRq6xtd7VMBKEcdWM0/rHVpuBOgSkUrniTEADsKHIYufsmTE0CnnGLnKQJe3/wPcxfRuTH1nsXRX8yzyhFjMfFUibcscK3toAt9Embo3E8ViMyWnneNz9JfBAw7HEtT1ul2ljrkbZZ54EKauFKnJHwcuiHuP2c6wrGTQh4Gr1gXJXlISVAph1lo5dy7KWZClP5oGfKxE5utvDJqwU5TkdKLqtlt0Pf8OJqyC7hLLmm5R/Lz40iZBnFFsR3mgLfd1IcWi/5cjzLpETIfUETJ62eRZZfY5OSR7iHx+wMPmDSOM90B6ARxsZfG0OpZHPsVlC5W9fsw8GWZwxOrVL24+GPXgxG3Rzhi8Ho6UhauYVYp4kwwTbf4ceQtbSIA2G5/F192T6o0n31IBhxB60zzU6crdqcwq0dihF1anlepXNgtAdDR8csV8L4EeouPInkiw7YYFGlrf4k1az7togFciVesAKOTb9gg4NptvItMYFs6ehPK1SqddqJ/PCyDvMl+1J9AWUyBVk8x7SxZBbEM0D1n+NrW7MlGKjzezdJ6S7L+GtMMfbagFHkhSmUU0bwcgBegq6VB2sjbDeuSPgOuSfcJUVVnKx7jRR1osoTTqWtu8TkSFNhHOD1DyMOal2Y3gfetJFRuvimeO/YZ9pZaw7AJXWCb51p+b2ift+E1Al3lCtbWvi5pVdB5R5JOkuOOcY2unKUq/KpQzaS0H05CKHMFdbvNL1uYoHKkUlN6KbM2ROalrvhAGtaZE7OQa1XJfuXxuc5VaKJ2W7rvVS7Sh5FsPrtjgRBrqYjGg94Q6FX7pOLx6FEYxD/x0eaerLBdOR7m7U80btQpclAqpbx8r3wdLF1TST8boJcODcBZ2ergmbRznRrgcmcClOKN+2oVTsssc5hcbgUp1+rUahIAK19E/NKdSaeFnwjmZmzrjGdCnK2IK6H9XNnK0+t7im0jgMtqYuhs2iSE3WWpEru8j7WQXXaEGHOeiI21ozl6WI+N58KLavd9PuBMWrL1dGDks299bPndWuULmYDVkOrktXUcigkn0Yv30BVevMnWRbpAXlylzqO1QhzTy4VKpwwLoQ8AduYJE2knOaBksYvw98/tkQ7wAySLKe7S32KRpLia90Bpa9dm7A7Y2G+vjNqHhOal3wcbKsFM9PkiyrGRDqpxsIFT5XmJJb2vYk0qgKbJ7MZWfp+cKF5Dj5UJHgOTP2YqL7UeoJ3OzoncjFZVj+d5u8cNwQbW6Aazz06jSY0+rfkiizH5LBRcjO5OmpYbfdN2hWQwI7SiOKEFBhO+hIy7RDJ74/ncgBDRScj3FUj9HbkhP3uUK5uXfAIht0PeomHdfCfZXB8MGqP3cu1b8o+bFFZp8hHNvFio2RAdWEi7jmheVcVGgVgqfU/qJ+9BJjsSd7rQoY4JOYYmBJSlrS0xnRqrttohSJRNqiT1tkFFGaTEVm80cIdpYtX3VUxf1sKX2vKxRWj+8R0NPtwUbKVzih/zpU1syMqDr9D1kyhU+2OjcOrNjc/Ay3u3sOWIEToiJnhRVSW2UulUq3VOS73CQmRI48bannqW1KD0VS+6EvtGqavg/t7+e8Ys5eV392Wi2iMRmYFpsIXHM9uKqTk6yCxSwuqayEPc6TOiJyGpyxQQzlc2QVNRSlZnUnVqlUpReC2MCgSQiFekV1IufQN7tVK3yoMa0O4CrK6SJVn5nYJMVr3+LVaezU58lIHpnV0Mfl8ymU14XlhCbEt4gAHDFGiE0m5H/QVl/munLaTl/pou1Tbqd3/RNQxIwKEe++qiatsVSLThgdbuQ6905Th2vE2AldsuFitw/Wbs3RHthA/vvqAcZuYbS8t7fROhi+7yEY4uU/hqzxbHTA2/sXWSX/sA3h0DJVp5iL3ohr9ZCnsWl6iA4NV9tQqXTQW2YuLGMBmpECCMjHKf8GPhNxVdC1UWU4CLiXukRzGBlOjkuWnCDBubX3u5EkCx8g2EveSpelzF+RAc7dUz1KTA8gWje6VsIxdjZHl4mg//s5amcfCAbTds1i6mjFl8LAkXOIEBZFoh2M3TRHQnjP/2PL1vF0hFUarcuZZTblocTev2j2LlONlzpW4M2J29mLJ33SBDJfJ2HoRw+4ocxxllSysTz31MBLmrDAYHwdhKxMqGPdPYnaY5CRAG4CEPB57X5UwUua0g07WBqc8rQvVdt+723SWFF8iqDpVu/YTPGtaNMjaSBbczVqbi5eTZJS/gXlh8a/E/hNxU7stuOrzDgyh/PlZyKusx972A4xTCYKjNs24CfIxWhBGhrS5h36zTR6XoxfnvKymUK9pCmzTjiz+2nMDW02jBNYc5BajRPEXW+FCO6UCT4FU0UWrefqWKYtci55aSVC18npDOhPnwu2yYNwHXJjuIjuCZt6Ex54Y1TH3px277VuxMYyyKn6SxOXxQtX2eTXyyp9Lxup8UT6Z3swyZpBGdL9jL1mt80KQ00yWXSaAtRA3QLMSDVkv0Rcxea6VcKWqp+UmGW3dp8usWO2qL8NcvIUUx9Q+5FuV/JLyiWoPFSkenyflYo1TRIQcS5FfHjkSlibe56i7sgjutPLVwMaY5Nxq8tjUaekv74iRICf/HT+bWtW8i+7LIijn99XY/lgbk/9/smJfvjkGTC9NIIKBPfoPyOGkrIZBqLj5TXV1rAQ6+15VAi2ysEpNpHvZNjM2gb7BHAq2yVzlNnr8vmY1DgoWy49Qu5edRL88gY6JcZzQq/StLszOJndIRsBPWh2obZdnWltFstu3TtshGDBiAowQcy8MWKvgZII321vBhOL11UalBWD4ixFNNE5WkBWHyXAi2a/HnpnOA8kqYWQJ3lQeimO0b16Y250QliXyLMwLRoMUtXzKxrFvLIyWsw/d9IemMy9Xy8/lSVj9TpU8KP8R6kumKbIjYXzCfhhBZsaCmo4NUTk810uLlCV8S9S3lFCQx1FrPMRAednOZHIrLVpe35tbbX7XoGQyN91Uc8jUdJQLw+f+0jmPX9YjxxPigaEZel+1FRQ8vtRUuS5oNobDx0qW95Xzu0HCNYeC6w7YHgY0TkRZZsfNcSzZHpJNmePOyzmaeEAeF68el6A3xQ8HbGt7gZaiAxZtaARjMzt9NCi7ih/HCAWnmoiPmy0uSZQzwrTj5TeSfanS6s6wJrDXvlgu7EOLG9VvgMZgTo3pmsnb38dboYtcyP2UPx1FZidXg5askZoqWQ7LY5WeFCdS1K6DnlJwlDnXFgz3SFdmLlJVddUUSBrOIT9oQZZzToK1+ySoqLSd6bcUn5ZLAaOKprAtl9nA5QVB9TTzjupEbvLiFZvwr6pU9kYsEsAY3JIpjLH5m0Z3lmzcBJmIeTl8enQ7TmUuX1QwWi6V7zwhmWw/55p8YRm4qnfcKqL76Ad3MjjM2VbS1AWbJAHbhQoupWNLU6cnxl21NLkvk0/lYDU6I4+i0PPEdmLKzLg0wYNaQy0ZxTc/FJIVcuD6y2Z6mqNttxFyLOe+LZvmmfKI2eEZTVkLJ1fDgp3u+nE0ceVwx8xCiJxtzDSZl5XKTTVBvVf7QLMp5siW9EqOnxhzcuNxKSP07qbNKHeRZUuzcr9LtJbnDOf3toZoBNkrwnKSr16rQkZOaa6C7G0s/Ti8R/nqaHzL1yIk6TWrsVHbuZupx4P8KvDP8cqshMlDXOVVlQn93KsAoMBLQV9GD0zqNigLtmYCNud1AWUkL+RiyAZJFTmaHAaNZFNmIydyFEMM4MhCrl6YoVJl9qdsaZItfmxpR1/TCFwJU106Ub2eo5A/LX9voYAlOjsA/eWRHQwuY42xGA8twUIZbDtRpsWRf6fMRFe+ad6LNaIqWTPpAgDZ99XI4YI4LoE8UeFfKK7MwsuUwWPJTX+QH8mGuh5wAMvZnIpqLFoOwAEopU6AI1d19pyra+1o8jOZHBHUMhAd1zSq+nFk4Tknfp/rWisTD+fQm5IvZJHahBulF92FflceGjH5uW9XynkSbNNfgCOhnHsrBNNcDWfZV3kwt0KWL/RLDCGTJMzPHQta0m2m950fhRRNCnrRgibGVXmmpTunospbSJjjg/PIIbPcCHGdGstMNF/SUcdKSK5jyudxvjeZutEElylC8XOSkAB66eQJR1ce2WTLw+zvSn43YJ1LoFhPwpONOKHLL3fM6rQFvfvgerqAkMzHV5vnBm/4iopVeKUy3SejSiKzckLno0B+FHqc73MMW55/q+Ksk6rO2gbemH1fTXvLCo2npPaAFuaLpK5uhvXiyZmUhaZcVVeKmgojbuxWtSTj6NdjkousjjSdLgoPvS4DMaRaan3ksxH2YpqPHBYvf7EVgOwtF5duTubVNcgD9o2YTJVF9OPBcMxCLS3ErgVeX6Pc5dixOjlz6QQ/m2txp6Sap6xqMreSyDcLDAjZwDkKOeXibWH5dkDNV+uCDlibVS+8BTatoE44waZaCPMd42xV31SdIK5vd2WTio7EuFJEUe298Ho0Uh+i4ciss+QmbDeCSEMUO7lkgLx1Ubt+fvwkqCVLlsG6ad0mF5dMWx5ls5J/1SiHks6iGUuBbV44FxMVVjXJBWqOayMJWZfQOD1jaVBbifJphdqWfJd0PAq87BfJ9s0P1UIYedu2wy6/ZMUFCP5poS/G2WrcKO5APIUqmcAuz+QwFcos3zHYLBgrzR0ZtF3QnqwrtbUhRCyn47BgFnfMxifHqaBzZP+JmJB9vngpc/18kbaeb6hZO/IQzyuSfW5poeNMvSLvQp3M7mSON6KCvG9OdCrZTS3/5DMxYn8A1oQNNzDEoGOdVyeE199g+T1QnZ0T1ZPDhnZErawVuTmKqIC/kgjJjq+Yv1rxwr6LQo5ugqxrDmJ6q7hXg1f8xGmdsPbS3DHrlF1FfvFMm8e8jMEV8t+IHBg9NNmLq0WylYQywKwXy/bbVeKDKS9UUtTxJHVmyZYtfqyLZJYzH+T4lcutgMhNa/YILvygkvfCnnhhLBNLYtrPa2nKXzA+LnfxjXZcs4h+3ZD9Xp1pTUFOESFT+4nEFikG8u0VVj0h2z8z1bF3nKMNul23mxyHJM/1H5Hg5y3i5iBNKGcwMhlJy3h9WsSgwd/w/mErWs42T5oGatFP/vRSx9GyN/IIR3NLd3JHxkN2pnL1Vze4PwcDlhGpgZctLevGSE0+Q+p4cGuEW/BKnlWe1IFFkysF8+/ju51+ciC3RYTld3xpB29r2XlTJK6QQXsjCQ/3kDU1r9VmwuRhc9+28KLM0XEYT/bmjIfvwycWhJpRC1EdZOVu7zYFdFvIz/h+Wsb9GP/c5eDINpT5dwjJk9FSWGmXoB5pypzXtRgq+f0INeXYUFUHfCYnCNPOBS2fajjUX5u8qTUJmbndyUPxW/mR82eojce9cqoy6ucpWYrnbFvVsqg14TtE4kUaBzrFf7KFO5u0vhsu2GAUmW4c22TNNVd3HVatceiwl3+ctbZ+saoY1Gv5P9SeJi6t4FqjL/w9XbVg5HV8VBRmTIvC1zMkXkaXJ97Uz5zs0IJ0N4oVxi/YNMjBlkOdDtrlKSnrqDY27kMr99/HczdkFQ9OP33Ld9oWCdvjJWwTbtly58+OobUooTc1k5ZqblFbk1u3Lo2/rOKJ6oOBPPYMqlkCgGW6Ah1nHFLQEcYv5fwRasiqa30c5KeHwNNZLIInj4wRbSLImaUWCcwvP+8M63T41TryvpbBGoQjXTjoYPRuytWRMasSfGwWcbs0Yx1Thsp8tXUs/e9//9uOM8byMICWK0I1PRXk4sv98KqJr0ZQ6LOhz6s2eDpZnnan8mTVm0prTqhZMmGcPTqIhKXAAUJXkc86xxBFVOLYbf5hawVZTF1ZsDOpXmqDtMFUNUVQwfYpC9PsQr4kx5Hp9HZNIw4/sbh4Df9F6DgtZCsjaOLQ1/Y24O6rAwQGJ5GXnUE7+fpQ53Mn0el0ge0yF1nAhYtMySamRi8CwH4y7khIJCWGKs7bAvf7FIJ2vrGvvWnrcUO8E5KWqAAmv62eEErOcArscNdxNSCFHdezHX6nabJudh4xBt+3FFlP6i5C4W86z+Oy1L/5vRMgoC9gc1tWIa7yadviJJF/wssZ9m0nCQKxP+HCI7j5z12V5S9nGhi+1UFqavCK3+catbVlGV+MOsgdwIKBvVRUmde3C7UxCFJ+TOETW0T+ENX21CdLC2IovFBotV/epAGoM29kyWQOX7AIl5Vkf90q0mpWt59zfenI5WRM5hdH6zeMUorsKC8LeYnxujLzdQq43HOMIEVKw91rb+6E5clTfYVggqls/IbJZGozT1qHY9AWbIoYJ+zs/1B70tCGbgiu/QSQMiVAzSWSobOWJ8nFjvLAg/6rg+UmWQ+P/Qmdj9w415JyES2+sSphvSq2FKvUfCt0FUDssliJ/tPP/9Xj2fL8OFDDW7268POlqekA2nhCsF6i1LZ1iacFJnUwjib4vAmDLR9r8llGjHCnSHTBCh33dQZG7KtrkpZqCwmRQr/I5rfXcfPRLEsTIE4qUjVLVzOAiWyZriwmbV3w+C5nFNlWEJWFFWGcbSYw2mdaXg/iaVn9cQpBYh3J3sEW/COJNsfRfZel44PSudP7F1tWJESEacRPMmRcnvUouauK0zRivOQrzHRfkqtyrUo2M69SS8MO4QTpGyJkUCWzRJxjWf5uxwgaBbCJn3y5lg0yLij7n+NpCRbjCED95GgIN+JzIL18iFvBGciZUicTTiRAQZ5P/h8Y8vgx54VtDeZuCJJMY4PdVEDKYtkIBqE50xaH4kW4zH8T+90EspJr11ULCatCUFjy2in9qnRcAfCRL2z+cqagCqi+XVfKLhJzX+KKvBzQcQrlCA8eYWrWrd/HFDh+ARqA/ixWxBj3J+N/A/s3ouY9+U6yp1WztwXbXt8cedfVnknpeJoqCfq26FSTIIiug0CSf2W+9pyASTWViTYqGVcmnEwgnmB0Ye649ZLN+SjCStXq36C/idmomFzNxkuRPH62GkHHdwouy/Jtl9ZronmL7m4h19yP288iMsOdAGIhlm3VX1rSHUCWZKuadbsenuyixkMCY9PmHqus0jkH/xex9oGEOm4dR+D5edKubC4XUkvtdMBeoKBjJEImO1JFqEavEXFaPg0D5AvMshN14qHmCUF1AcYaA866kWW3rXrhDnJ5gbXTFvf7ahRAYRM8iOxkvpwQeYUmKkdULNEO3ibyKWwgWS7kz1aGFyl9oyz5R3kdMSWihPcpt04e155PL24pgzndtmI9hYOxPBjT05+F1CcFTw76zhAPDrWraCEsuoPuNKVVYvKvXfi+ZhTRfXrX81VecnbUq5OEvCF+5XSqEPG046qSx4Zx07TEbSOinR/kMdJ3tVztPtVuAs+xnABIu3Ub67zqIlqyhSkbhTWNxbu3csHJsewUsUzPV5wUCVnrSzdCHlXCsz9BdmWuXRKWThR6IxCbslBbjM45+EhTCJvClOA4zA481uamucrmS+bCgeA7tV9ULKD1qYSfFlSQP0fNBc22Owpx9xPb4cHdryi5eJavRZ+ReR7XUdX6Lhl9bU5yenr/dL61Jn+jWXLmnXHHQXUC+WCZwndMlY7khnzlt7sWizjEle06PlHPzsPgrWL+y0WdTxHI30wjxzQSyjxv3Y+bsNw3TT5+DxQQmSovWDbbDVg+uWthbaINlZqTzHRs/VgX3vFVZl1x+ZgJ/xhEL77/ZQYY8NC9qVRSBJjCvg0B8+nQJa/R2oZx1HlS4cvhh3y3trn7aR63tVPz/GC4yYIU/ZQ1GREjW5opx1XBNBUILxdxhQW77lIwcNPuOwW9O/YoPPO4zdtrNWrMj5xzzN0ou7VI81r62OdOgoeiZMhp7wlpqIbxbW068E2ItNiHtChauUIWFv9YxCod/G6MeOCpCZ6mV5ndDIwyJzvyvaWbIhMt3PjCC2br2uDMJdDv0ukPB1z4Em9e671igjsH2FWQD6IsypeN5TbWpZppVtcd0OI+IpoAjz43PJxaOdpcszp/TXCk8yEZ25dhprL8pK2sYBYjMv0bVP99/EkLVD8JzYUveQ7XmS+j6inBBLuBiUzHi1ra3ir2xU75PGcslnYOEraTnfhBZHsau9zUx2FKlUgwXU2OqclqdZZ3srEpN/p+zjUbOsdjVwvwCTFY21HZEpvBdZmnw9zkXJJN5VUNsOCtVyG6DmVcC/YVr1EIbN9DRbJXycUvJLugDr2eLVwGQa2oyH9LCKBKPlA48VlIwmpglNGiFXEEI4XzxEO/OlYbDEwejI7zGgS8P4VscXAm0uLRRcDYMwZuN1wuHvBCZOQJRmLT3SCjMCInCrKbAb76KOzPj1cw+MWI7uJE7sBwVEAB6i4Bw/K12niCRJasY1LZQqxCbYa6RX1UaWcBlWxtbByixbCqNVdA1UN/c7lLgUq7KxWcVKLv35x/2CLbSLE2Xkq1YA9aJnapDVYSpzJsTYIpa1avLCVUynRXJds4rpwmso5frUVOnGncqCSvrZONMmFemkxLt6QK1sACvo38gbFLbngyVJ9tZ70tX2XkWXdc1QnFR4Oec3dpsfK5jjuecVGYaAYxvW+Fi5/UTdaxzM5pfXadY7hbch0xW7QGl25niTmdLzKEDV743gdZjSmifnTczK5LFGrTZD4tAHqz6rJ0IDfrdhSd37hOglmJA6tgsuSgRPnONDz3JY0djVKftUjuS8MEeVi+tEC6upwzW0ARf2IszuVOYmqQvqqqtcsAmNuCiXC1uwtCDFLwuG/jUzaY0VeS1B17yrZ+5QiaJ8aR/1mKwiZq+aGss8jeHKZNfHuxxLDP4LF2+SZmp5FvwpTLKuyOBRsw5IszVT2hacqEDCFNwqInSCFtcrSkTdwzGR/UOn3r7ouQJzZTSPvXzShgTx55xdzVvlVBioWj4AkhO0TfyP6pFYNg8+72OGrz5QzRTmyjsMon/E2KAqnGrtERg1aoFEhZ17kql+q0BfpilUliAh+UkE0ef+QET2yE4fWL+TIjlym1b5r/QtSkUSgSllNzS8IKg2EEbacRkk9BP5ra9xAWt/bOs6lT+ZH8JVhu3RCCDb43spCElDfLSMPKYc7xTLmj3AgYpqWZGad1ZaXBhJ9zdQ42NtCPhjPoqLSUzey8AzgK7SVLVg0ioa9a+OqWaLL0KtdjaTvswdAS1BlB7y+vwtlqrcezhlLtjnUaJZu6U1oYWyR7YX/upJ1L3SXFnl8XwGubWpyNlGMcYrrIxHMkZ2PmD0EQmmaXxIagHeP3S5W7VADRSAOal4NFOK3DooDHi005MKUGtbxYd/CjFztYEDsY0644HdfdyEZO5tiC8FW+qCKJJS1iojXT4moJyVwKRURuQujYy49YEQ8whzkep8tijdaMfGOPZmnBnGwhGvECfX9pakuvbUF3RDKOdlzul21FH2Jah5QeybIEapaxA3gHS+1ZkkLBcr9J9kIpBuSLLNcWcX2S7EgPtWRAa0YY2EhTBQ8Y+D+oVWkhKA7OACdMtBN9xbF6ecJsaiGoCS/MxzNvRL7tmiw7KZqaMPeWRlThlophF19JfH9IHg0vnJcBeBN7kZeD7TOQAr6i/7343YBlHN5RTMUYoJAt9dYfUrZCuH/jW3ILhaWrIEYIJYhUmiIiexOTU9G08I5PLW5kS8sjLsTDy+8Kx+YC5lDQefAwolxJACe0T2JuVj8sWrAFEY8MqBqd12pvPgvdP7wSG4PJ9BxLr44ctr1LObo46RhBI4ougrbPjhW8Kt/bq6022Tq1yJO2+R+1+UnMguMDQSd1Rx/Xw3p5JzfznYeRvsjk+Dj6vOVrIU37XJbT96lZ0T0wlOEp7xLUToJ8RVUOsnG+wErZq2OaXL36G3+YsqnY1fz8+IFz7I7QQmHoTeEtlNwWxkGWviScxSsFa9eFSCgP6rYHlgl4oWo9XzlDYNvZRSNRGJmQHoZuT+/M1c85l7TIOW4aB/Gt8j8RA0BedqfBbgl0bH757ape1JBe3ce6qC2nnfGVbeXX9h5N+Tga0ZYvU7Z8T2tsfV+sEfTSkFckhVB1qoo5iuUS46EI5fhzfBjL2mvF5kyIGGxT8tmApj2GmtF9wDqp8082YXeuFCNTHfwgoSqlzjG1asJ3aLs6phwwfShCqDp+6S8vhVI3mXb6pjr553hzf2DL5jloc3EkI7nB0Iz1boGBkaSUlwyDb3Lk5kSJTIQcRAbuZN+oyNlhZNaTr0kgZIuQXlzV5BKSRXEWJkysNU3nxIeKyDMFF5n6tbZVs/d+Vd15oaJKcP8WFIMHMybTxSkY3jq5b9BmjwzS7dowh+VnSVhWM8u6YGvJHBi9e7L8EDxbcubIfBuAufZbL2L/Y1y1JEoXIcgqhBTpbN/h5Qo2PSkYy1ReD31EasmKAKazj7cdqW0RF//LnFoqoFClfQAWbC8AeZz71ucyYOv9uYIU8fr6S9OtTfmzXUK8ptqirSfPVFZsOyDDm3Xdh90THtbsdt2l2bcgQwkF2UtfIWoG4TkPfbm4kygDJpU74AM6WyfKpb07QkZEZjHfVzPeykGzps2NQD1PN/osfT5jz67Fcoqxs8G/tUPZPVe2FhFHG2uxvLDTMqg+5S608vNMDrBsDcSiznt18c2ztZcY1DnaPlSkT/kMOUUTQ6iEhM4TzDRhVBAVIQ9Nsefph2k0koXIEVfd6JaEz3K6LpUdMWHbEEJmYZGz/I7VkpqpaQo+AeCZxoJTu0X2b8QHWB936GTtqZsWkSZ32k5X7blqcFP1Fcini7jmTcy7wxHExDKPl+xIWy2Pkr7ZJrsojENHdMoAkdKIjQTPMZc8Qe5hYcTfxy9NsbW3fsB7lKDZBVc7GBpxRubrJ/tCYlMr4E2gcqfa0kn3g1o6Hl8iGActblKaNF+f/Rl5hblJvZ7MNOxw7SD05+/ja1cNJhoEs9F6F6nja2KEFh1fEx5sOg9O0Ny0MYFCuJizWyxnccylATSludvdsWXKpgkDLyN0zbX9U0bRC+PZb7V8E77Pq/kyBuLqy7Uiktm2ZRn/pqweVrYBN+5jIFhtRKBPHTGq8xBd7EwNFnK1i7pJ2qGqZQ9EKP6AtS5kyaXru1pyrbboONtyGXy8/2Gr3ydh+hpkhS8xSYhy6Vl17QB5k40rOnXxJQHjIB9NTvxW3OrEW3W26by8fTvEJuQmxBSdcrXc6lzW1MusiOXYHHVO/cTYODqKfBSNHG+E1yNq9YjP9K6JX6sN70JM1bxJKFrIRbbqAQbMeDpAsKYjQ7G9WsAy4mmLu0x5TNlPXDlM81TkhX4lrMqcMmK/miAs2hD84f48d7orS26aKv3y68xzBu5ogUhez1fzlfqMWC8oiV2aTrf7YC7e2jzJBowZFOrKGdurk5Ex+t4hS8e9KYWAtR/b3Z8fn0dPqhtkWtcu3gYckpYBfpbRSq5mX51ZjPiRMYGZTjHSZL45VzaCjJgaGOrSGE+YCUuTI/egmnLluaublOiIWxfKC+GNKK+W2weldr5ADKBnTvcMo146fCZr37i8RjkOFxp5ye6CyG/lu7p2dB3j/CZ+PAK1AdEueLYSrrLN9p2WX9h1DmGRHyqyKq/hmKsGFFTCUPnvS1hEQmDneZVRFj564aDBE3tPwt148Whzukoqfb7etVb4TY0ccdsW1cA1hfFx/3OKtgZ/s/wRalluyeU90Sn9KEHc1jVvQcqaQsLSAbrgXolBQaqPSPYmwM0cQXrLvNg6c56nia7bK3o5XQufasmAJ/0qHHPVKQgZjzG8d1I+/kuzfyM6m5EEggfnpTSjVzDkOaJw4miHhdHdHRnPwz3iVyLEDRUna/A/bsjPTmXL/oKi4JvnBx7ekygJIwOQvcmfbKo4loLovu7/oDY7rwrIMLS02Cqb/Ax2ijBQLz8zFSlKNvXNETLb8JPVlj/JcGch5ahswI5HxwBe9j/vyELVB88ujE2zGmDJ3HG3mB+htl3Z/Mzy7MQRnKFyPQuTtIg1X1/OsS/jpYUkNxoT4RlnbMqqdynEIO5Zn1x0FPw5Dn53PDDVMV92NJkpZ71w/5ebJdc95/Q3MVfhLDXQmqwZxHRQQ9bjQ1erLE6F44Me0yDs1hwM6H7H6kT9craX2y1NyHI72HiXYb9jN+O9mSzP9sLULP2+feXxK8ZeskK5YTBZzuAs62HJMqq7rWVR0AkDO7luaz4Ox+5RPrgtTq8qBZ0cyhhCKqru1ABqTDZQ5MlHXxNUG05fgW0LYbAm3D9sfb55rO4eN8dnZhVX5T4XC2yONbK6UxbYcqMFkYey3ZCOmLQgLkuyGQAm+dYi+wUTJZRtZdKFowkWLTWDZKklpHy6nfgNztX6khT5KWHAnaaTUrTl6psyCxW58NUZr9BcTEElqB0MltOBaVSF7IoaYy96ykYCN5ZG1lqt5n6SebsS9lIN5bXRmryKvwfKWF/0gaKUzgZkZnmr3C4WRH06A09MRpUt47msgNOm716IoS+NgxQ8OdhLwuc25Z2u7cTFAmXNZNaZ6E1Fg3F89L3WNNp/rMe4027h0Qysi2+QQXncFRbykwpyztXUvrpvnJFVF0mnmUbrhPWXncCrfgdB+1dF08HUViIv4SoH/rr6KX62IPqygfjXDxYnQPorvlpPtvAm1ytRxiAEZ1AA8g3Z85GtYxYKYUGqW0O5Illpq2O+cTHyBLsrDuVeIShzZ8ne3QZD2tuOVX0J0eZyWPF/EdkRn+7ShGzEOF1wyv1QJs3VxBQd+7ruWHGRQW4d7TBfU7SoBfksEb6aonW7hn5YxPiKTNiVFQzMielmcQGoH8e3bEq9+ffxy870hvcueY15fqMZR7rqucFYece9bmeTI4WsLP/GqRbJL3B3MMiQPeG8ysoGcz1YyXZcuaVm6Up5G7GaPqw6CWB4892A0GjR/U7IBgt9ESxxhVONQ0YxT/fgkmVlp33JWEtm9c3AFek7d6KqczSrFGfmXWUDRjig1eZ7u1ioXMyqOyWGbLmCn1D+0k1FUl6hPbNXnVuo4vj5+hRUggudJ+sbB2FgB6NdDC8MKtMRh/bO6yFTiuMTeKwFz7Fbd8adybkU3b37YmtRSNmoItWN/wX7z/GsGkHvKPoKbJ3M5N7Bwfd0pZBZ8L3en9WFaaq0tYvR9yas640nIsHV5QdL2bvvkmm6e+9/7Pkpnii/bG36Q4e3olHj90BFjhFcwS/hNkWrYnEerN2+moq2yyFCJ911WsJKiiyr4uVqgsvAywypaV2A5KZx1Y74JrOkrK02MGK72F80y1Vz9f0Jkm07uZDfsqUpMOygkoeDTQkzXytuVBd0uw9iTmr/2t7lWDveG8BdZVX0gtAEIyeqiB5Vn9cALLfAnBWyDrPkKJMpdb/s8GU0QST/1S6fH7/t4nbhXH7ielSFeLh8CbrPUy6oNQSg6pSCHMzvnFAlrDGHEV6FOyCSUckyLf8RYQvZ6ZVCyyyNLU1TcDFfGbW042n9vDm5xD9sfQoiZzvF3rrySDyAmXCNFC3EOXYLMk2WUzwTv9BAyUlppkwIeJt+bzFyfFDbsGzUyi3HkDlEv3GvzCtOQ73uY421iPQ9hSfSJyH+0pQ95faWOGsmJlvyrN7fxc42U5Z3EwzM5XJJU2ti1dckxL65zQ1wkOdLQVl+MPB0bBu/aTIs3uuBZEfsa6GpKzfrkSOTdQ3zyp9zla3GFiV96VpA9tbZxmemLLyO7CI4A8HYsRAKSXg4t52MXmcAa8JTjEuZszWl4x436B1FiuHDqBtg/n6I0Dc06zyG2+nA4vWjFwyaiycb7Y1wKdyRc58UuWNIJvgQ4vgCwPK3dqhMnrgDBwl9uMbplPJ3WDN3Ek6thYV3ER2t7YxYwVOhj8xaJo+TDBupzjn1AW7b63M1FDjIM8fpZCYF5GSL+OebnUf8kX+Tw2LYYnCrZMqkjRON62LH7HGSn06oC8FeBpibEJucQsuSfFWVvEJigjZvsE3h2N/EzGoqG/DaxccsCsZUsCjyVTAa2ZpwTNXWeZk+zoBbbHmyblQxaK5IxZL5WiLmbmSToJMtLJuiTSeBsjFxe+TYGxvTVJ/8sBCaAbI+WQWRJjgk6YA98cIoOVuaeQVbcQoldxwDIxaW3GT2MxzJGXF51Ul3tf5V84PIRiKJXcgs1puTOt1FVMnF+yUvlH8TczQCAl80vUlQLa/XqfbWLIL/Knum4bWzTJ+rUUsSk2DQD7Sfx8sF2WwNCYHUTcVt4YXJMpewprZkA+vDLSmyrGl86VuKn86/8TtYsF2ktCOj2BbKIFj2cxVuMLbAo2xTrNcFq3Np8Ygs3a2NnMfUke+S3CJbU+aYMnm8zWVvt+e+omMGVXLhcbXW+7Qh9o0x1y9O07X2gMPn2CznppGqGcuk5g/924XmfZW5J3RXKHhhj7ucN2Btym4JRLrZ7FL+FNdycEsUEYhSKTVVdvgafx9vHXkLiblFODeRYzrLy++D41TvPDi/JDfC8ikxLN/mLDDaiX0JpPWMRUqcqgoxNpLt9F5d2xTkVrg5JnPzg2RymROq+s/9/mFLUeWN2JSRCpqnJrIwu4XCvYz0fRGmDT86rRyVmnz5OgVXkol5vTG8kGQ5LDRT9otp4mLleCzdt065A9ZFkVzau5qOGpfjP+d6oxNRiXtmj7U9bwvMu+SC8hTKVol01fYqV+BS5JugN6D/205Ga4RMzqCVMUy/7ruUsBDiiJ2Memux892emE4pVZrc0ZPn++PNvHYSk+CfhEY1CQPMF6UecSEom+dFiuCi9g2ovD+V9vIdUPMIecFMJS0YLW4yzmAtaym3u+ddGFKgBqF6YbkDKkH8gvNCCSyR73YFM6Px+DWWZWc8EesYTijAS15+x7eXqSe8O5m7RoqnuE7bNzrlzph1MZxjpgzJ6+wIqqOZsn1eFRRenREQksX0bChIb879b8SXoInKDUrdsAO1BY8D3YD8TcHPS3jaZn5x1elwldMm6C7yqgRb3CihkRLBzO/GIz9O1G1rn5TTRKJR7AmMtDnpWMLkMA2N25/jmyS29NmS1+K9A9ypMOWhu8JFYukVZwIjQrZQTORoxJpd4b3fG0lHWYK8MNiiEboZmLIqW9i8ljca5BnR9MoKOu21Qt4X/o1oh88OxS8yrjgUUR8hot4EYud9AAXJFEZVAurluHt6xQnDnJhmg98ggz6+VdMZTcP3i5DWkLzHbCfip/KXS2HUEw/IU1Py4GL8xfnneG32iqd2QQONyubuYch6hhl9mZZ2LDiccbv6UFA4LnFVmBz6YRGb56vKZbfzFm5m8J9jJaBYCoMBto5RVQs/4bVkUuzvNZ9Xc8v2bI3TiYMpY8V2aBnLi0xkO7wbvEvmDN9OWDqPNjWDmC5drOgAiAYnWDLM6fLhAapl1qVJx07C4FKxidMbiEKd1CHefNU5/uf4foddBJeXfPgqqKl8/y/QUsf4pz/Ad9V3xvIdaZIZqeeQII2rpqNJllflAfnJJown8FaYEX1V++N9xco4wk7Mlhd4fXaH4f3D1gozmcL4yzeqrPMQn9WOSXnOInulwpiE8FVgCCzQDaTlkvA0Rc9HWm2dKsFU/MLMisw0acX1WW75E4J5Jgac1muV1zdDfu5k7ABH3W8IdidAPWVtdrhXk+NIQlVcgzVztgiZmRZ9keTKVuNGsh1fLkXU7gtCBR/WLBmGjvNEqPk9hUjo8KiizWyvt9fL41cFM23w3EXH9EM5muL4LskQvKntesTl0XF3PEPnh2wkBNuPN/ehI21xELwucZotxaq4PNFyrLHkdhTnRYwcnAqyjeD3fbPM+7mTSx5ZN3128sK4OuprdGtkrLFNQyJfVTo2wJCo3SCiRZZdGKE8h1VCsK6RNeJvtRQZHF2NrRkGqlGZqCknm9cSybfP75Nfm/P68fxboQXGFApyNHpL3XotD1TzcZckfK3SDXyEtNYinl1VQEttHqtHjkesi5NelhZ9rUt4RYPsdC94b5o4/Z6LPgTX36ii9pRfgMDbaMdXSAFYrIZr9LXEH1eL7nZwssjABK01YfJ93BGJnE3CpAgenKPt8BS3EnaTulX1wLTNiakQ8bLk/FbtuwEDKSA2QvOJEid85dxgE8r7jf2c/LpI0QfTFLLHxINQvhIMOpmZVaqB55B5SE66TAuyhJWQre1nx07BwBL5amvMQFXyfeX/6snaYKBd5WiNe+EsvVaVRza79GVOqTYpTxs3cWJpkUDluxRs9DTxR7zNyW43jXZIm9XVwnO0JbT4uv+xOrJ1LmwtNvZvuP8eKOHLlV6uWujKIXhOvtqU1L7upAoZ0wFnMDK4LKHHySS27te06watr6Il8E2j0X3RIRhoNEWYmEX0rky2eNujjUiZkJbYHd+foVaoajkUBkluXqjZkYSxB4XgK9FAOxlL8lxzCYONR74k5AwG6uQnKGf4dbJ00mQNhvwd6XILv4RUyGpZVQ5kA20r3E8y/835h63s4jiKzOVJGHivWqcyd6Nfdj5LivDp9ToFWc6CIdMOq9epmQZpN7u7YkublGU2tqbk/7X3RkuS7TiupWa+HH9+5yFriwsA5dX3aazNws1th0SRwKKkPp0VGekRmUQVOL+kUVNo3gT33eNfhL+9zqqEOpl8i7esZWtRiI4EF7OONuF4gypZGWsebicr5W17M2E9azCrcqL9lZCrFg8ANyYV34IIHVcdTq0Xt4g286y96tTvgVKkvaeXJGEip6exw1uhmNpL+kn1TdlLPNMxao97ueZ11HEXPzivm4hVUSpW3YU9XsEsYaRau2kmJtT62gRBcl2CYV6aNz4//rh6vwL0cS60v0w/gOQ5+1OZllmPhKntPT2LqSYj8+9Sx2PMfbEpXEgeIn20HJuaTHjBc4vYinMy1eKn3HUq4xee/YsxMdu9BKOTaXcajaxpcpDRRshKP0HV6vE0U6uTMgpNfvpWU0nop5nKhMFzYUN+1KbvmuwJKwMJf6XFlZMPNnQyzCIzv/9sCbUrw6mgajns/ktLoOIo+njdz0UhIsgfEEWi3Ul6M5l3Y8RxZKKmUiEOLp8sXjU1A56U9Rii2qxVCZqE5aSVU7PGyqTLzPu319FnRLwdttLHF+ViJr39xJfj8I7OttVXKNwtRy5V1ibr7kFyDbl6HRvJnu5IzuyIOQhevOUdt6MV0OmpTGOK84qN8iMbMDLoHP+ULfnSqXyZv/OUslFmmWErZZ4ioy/z6tz9IvWBaAYNS7A8LN9nywzZuFeatCGMHPCrVg0yjDEeGKc6UYh8OcDsoVna2aU7BvZXPZMmy2zEOiKTpgj3/cZvA6RNuO3Uj+/v6nLCKO4QCgWjPJWOy11kIpPZPLL8blZZasBR+8z3tbSWaeRzO5FGnUwURstcis80tSZQKCch7cj6HirUwiPM5ANlWhTF0riDfJlCVihkZNo5hRQYIct2ApInWyXynOwIO7l05zls58IIVTngEmAoJS/hdKzKSN93thJM/1OSwGC6He4VUE47J2zvwkrRB3cAQFrmNPNsGkr4Jsz1XaHli5av48NpjQzJEy51iEEeaE88WNiAtVuDeSWsmXGM78cnEl9fUtPGgSY5EnSy3PhXzipkWye8HIMKvbFrH12lGPj02tlXeVwWn/5W12NBIRI9KkpqwNbCbq0TNYeyuuP4rZa/mqCZjwXbNm+CFmDLiuuktNMto42yBdG9ujNNHrRGakxoJw/WTQhl7t5doiZRVUU3+VUb3TEnWp7al7h3dJdiNa6BHvq3EzZ49bX8agK2h8bklZhZbzd/6cqhLRC4S4XvsopHdro3YtN6Ce/WJIA8++a/3nFUAb+6WzL6stofzSJNPuCBXTVOVwxfeILd9Txr/xvq1/7bQC5SvsfpUkK+FMrHMyt5AUTak9C3ZUcVFOJYY8tJJcu0NKgTjCWKGs00wKLzWxjKwdbtr3djKIw+W0jsKHFr9UeaYklVEpFpISxqw08VEs/M61bkldBkWjvN05w3/4PUobffDcSj1vqqQlPQeDEjmAlJKloksCjvHIqhnwgB2Ms2Xlo9j4gviv8fsdd+uwy3H7oWXx0TjNOJurHjZrY7Nb+gTsrtLfhblTbycnNKVeHNDGUS8nzJYpvZmoUaDeZWkAQiTHb7sjAV16m4jb/M/CgkzVOnGIpwxPy2pB19iypLquOpcwyLu5CwRNobUYt0U03iO98KAWl4cSsEOy21l8QI0ZE1zrdj012xdDhyp0glWGWS88bt8+P5lZrrxRKWhPK1vQaiLBe54/rpnt0qV3UyOZrSo2oBcFiD17z/az5R+zawC9bGtlAgmg2wLuxTtto6EybEi+JjB/X4tRfc6vN4JkaXOH9OMBiFECR284A2FJijAGCo1Nb9TXEcluiF/GhfXtUnG7YG9c31eMbgIrWCEXIJVVY7eXBcT4cv2YD/9MKMmPa9Td8Kkl8nq8wjai98JMt5xHQv9AaSM8BgF2q3xFootaRy/cUFVNmC5/CSCN2RZ3S8i2DYM3mIrr/QUt+w9ichz5kf2XLA2p/QAY+tyCKx+S/yKL8VubEnCw3Pz44lP87LCjeSdPRGQnbpzndyMh2MFgq1r4qZxFuakQdj6czUHI95TYDY3uAqfpfu3yIe1ydAH/Car+O1ofMppIuqSshMuP9Za66T4q7zT4rP14GGIa+BmW73TbUaUDsGRFTjbnFynNOelyc7tKYsHB6lGkv/xvnneDZ5Kadb57GXNyACoROTRY6iyt9TJXMPkiTnUaHBm92yvTS1GlN7ulG3wExVYTrG5YBCt58RV2MqSzSlCUwduU7uhku5x38Gy3e2rGArMqzSJ0PsITSvbrTAKvn5MlNB0mwko2+rNX8flivfJaGQQWOQ5ciTuZlFmpCBpxpv80HSTGwTloMowWhKWKQFx/bneLJGJpmDLVrwtYTfqlhChQXHJRRswXnStMW5NnWyZV0dmsrAbpUlaxLi5gQMuxPeSyPUdBgWM2eqVL6tNTXLFoWjuRSq/S3iLvqIxIowdchLMjxY8tw82TtVj2tjaRS79NrVsItGlOl26PJ8vm5CtJZjmVSDKCZ4Wzt0ci1j0C5IEnakZjojG42M1LcQH8S8nkgKF8BlowtJjDwFbClXP6lrYUmt8zodzVS+RGV5znqaFIznJLhT+N5gNzhLmhxxlUu3cN0033PL0fC00fCjPOJQnTT52D8KScvAnt2HLP/1zO0Dkr5yYfG2kSWRpLHm8WdmRZpKTFBSDZ4vRReeOlKTsDVoFZHPBmNbtksQIm20Hmiqya3lS+zB6SMlP+TbnftKZJoXWrLesqEcmUIauhi7TdbVY2biqaN3AQ/a+9UJxPerWXnQsrOzeN2649OAXXxhFxg0mlVNoXp6U1QMGNxUfhJzA8TOhr/d0Z+1ptxpEQ/ZszDwOFbVgzTLjE2oFoTFqErYm+r3JCCvVPgKtVxi/jiI8g7PHun1uD9sQZxjEwi/H2tfAL8/wo9sTXfVbB6fliVmiDl2PjnIs2jtWk3Pm/BVmoUf6EB5crCFrGI5CZyWUb8Cdih1beKY4vhGWFuwgfuwzqLftHajvMoCskGzHfn/Q1QVrgfhhAsvQvQi5FLoq/fN/vjMWxTWnG78ch15cjSiR1oc+uREj0IOLTwuVsksgvyuD5KWQsLzCMhG2tNqxzWdJ+1c8fs9UC43YA4kupTfDV7Q1CFZZH7jsZDbxUtWcraqMQLKTY7LQam+ARf4UNknbCq6CNSdBK0RWa48CXrqsLvYdtWKHT3440wTpo+G0ufIPtM0vY0ZVWggNjrtflhb7QcTbeuYxJ2qdxtTHY9Xpsl+jpZPipXQSvNuBAAEHEZLgo7TciHz9h09YYcFEw/Bdd8KwfQ+KSuErP2zHldML4FFqJCXvHoJ3BoqJ6l8Y7aoSeCazqsgO7K+WCEbRwspgsGQEKCQqMCcxtvv0Es8go9rlpdq3dgvdMXTxdXlI/st1E2+Bkstc6MEVPJgHrf8/fbNc+xBlzjDfZoOD9ePJjJNWJbm4bo2X56wxH3IOMp5YfZdbbaz5IdgYET5DVKH1iXwn1f8NKB1B4XwmqC8kkO1KNK2KibLCxckmdTIcOo6jaAvR1jgmI6s6tobYZktOSQ7yIO5tBwEt8xxCP24g8A0g7P3CkiGCkzuGDV1f5+rLP1Ro5l3vkWqdp6yckZ0ldHPqWmwrSJ0jaC5rBHNdABC3C/NJYnyftOLFot7EHayu+s8q36BfbI3noIIdrPWuGOoPmaLL6Hk2W+jVm3IHrjH6d+4mNdBNpCKtbEytBz0winxtR0eE4yapAepUOI6vuSHO6k8lLWLRwtk6KJTLn2+aYHnVbb/idhV0FTHv4jw5JLsy6OHbzAi3NuGb7WLtzEE5BwH7PJihBqcm4rxyZchTJVfG/bUIuSMdm7hGLFkSw489i4voZpZhCCWhgF5y2+vY49hJ8uN+xCm9736ynVuKFAtzQ9rb0qZmQx+Lq6SJyuwanPPPYoGva+4MBdgXDQAttree4zSaWdtPjJ73dKcWVyKhHNOfzigS3EqpN10RakyeKsCJvKN1ilIay10DqNyPqTdZCE5SqmxnNRXopMu2kAWgJNVCza0KHhI9UUFEfL3PQx4RbmLdCfysCW7RX5arjoVYoPbTtvUvbx87cH35SaPmO+FKOaXxjhdPBqmlzUiD5ZltGPM2IoYnGMWBmwqNZPXVsshy4jKLghZRc69Vv72vm7QPmYrOzDURoqgMYRd7A8R5DlmbFOumt33NDDYRHxIPn62kPzbFbJxsGmmI+PjZYs1Ut3COMI0HPMWncp0C2ZEWne3Px1D3/hW5W84V5T67rm8Oq7DeWTauqdN0Emi3NiQSWB2kfGK0E2beLhz82ep7HSpNHha2ZTvW6vjosAI/YjH1g0/ZLOvKmeV7bCyKsG+l30/PthuHuysHeUqpRUknQNNNYBsn6f8lLUDkP1GFLaaTBrF5vfSsjPVyEpI2TuOFpo591al7zk3Fnt67W45M8M3E4pk4MPRI/l5NcVlx+dvIoXISrt4nP+ympvjanJ3FYzhuYImsHXujpNWAHkNwgKcnI4nOB3cd68bjGPyeGCsPcqn0dGJKqfKNojy6Xz/1dL2ph6F3CNy76kQ/bZnMsrBi5tSPOwh1aTbFldDk39LnNBeXpmQaIqa6aqykA9oR0H29Q2ENG51NMJ+1y7smFxwqa2tnq8sIHD8O1fhSQy+PEcdZE3cimOcd9QuWeXYimsQLsHmR5NVOOVO4EZxkCfygs9Q5flN0FmQcseQM2lMhmzYZWGwKTwt4aUW7TCW//RCS/7YwdtbWe6zikdVWMtWzo26C22UO2lMdQ22VflgTWaPTGFr0U3irSK+vS0bypOGVG12moLcyeDJzAe5darDIsf9T/79d66vnJvp6pNjubwGUAxU5ke/NOk3TXNX41wCz5nTzHku6o9zTxlWvfmtZW+Ejpbmp7/naKaHCdNYos8qGerkb1QHUReU59zF+GlA0cjtJiZEnTDA9EUN7H8gRdSMaCs/riBX3TiXe1VXLxc+2Xt2YmZdIb0L7fQ/i7SSKfeFGf0CiP4CqVuLOBPC9Mcr2L6fj6eH01gnvy+E7Kktos7H0i2Rmy4KxTzltO7gdiTByX3oKxJ3hXbNdhN0zGWBKWBGgtkc0YjJnhnI39amU0ULZk13iDvClCy/hhoe6kq+ylFQBrLDyAYJ7B1NebBFM16b5PLhHeE9FoFkchPfwksjll08A7kd4o28mEObzKMcCHJB6qOrtS/H3zZHBmTfj5eXtNwrqP9GGFtHBSgzP48jwIkqy/kfcopTp6WLWQi+LqsAcaq4CbQWIVW1nVYldBQSDJLPuBvYEA4aKvo9M4O25m3/1fJ8LWEXCUHDX8ZmJO8CfBYpgCuiUwx+doyHl5iJyGGhexN8fAPAu7tvmVK6R3k2iAFNTRnNRgKbWBrc0szREK3ofpFPb3L+04tvVSjMHeuzI0a/ol8/lFhaOt3auZpRahG55FXUcpeyIwwyjXuicnHBvA/eD+FjG9tClTXpgn7JRnczhl0eX2ALi7K62AQeq382IPhyo72z7sfKi8POsjW9jRMlmwitCJNQoBVcGLnjPIbrJC9XlltJdFqZQdsJrx3Ine++eGQffFJ9ZLkDNOqm6uyyx+PWOic/CynzJ6SSU1Vpgcz8R8kq+xyzkZjW5pvtN7oRi1MtxqSUvcW4fXVIuSvsjeT4DfmmptmCwbAClwtXdXJqRu3r8C15+pum0DEl6mxLcUkmzqm2VflXxNNFmTMOGgwzzdjjjKAvtz6ZEmcyy80mJNEuMkOfl/ZmTomziVUt1zNtcTiu1yy3tzDyZHXO+q96VE+Hkiu05kyxzPRp4b+J0DS7fgRPcaoaMABfZL4VqoEW/gYOSNkXU+ty7tJC2635rodiW1/xVdZgFr5tT2AfP1dD99DI9rUsxcuWaIFerCtKyAeBJM+Jqu9JVavSsrHpKau9kb4nr6AcJ66HTWVpF6/fcZphmqjAC4vUrN4ZSY8KqgZH8ef4t1YUi8FhnGTFatyqNZmbu+pvt4HJqdMijYGgNQXxfxFV3o0w4T6HQW4nixkSjnxnRsQwikRlETm2pV4Ve85y6iyyB5aPfzE2L2EpZgLJZh3JJ553KNcV4nFAkcwl158+6kqwLvXlY3SR/KrC0H9HdCaOrDzixdp5GL5pCtkLgO6y0KMWbJ1aXbbiy1w/CkkoJEyc+xXUDEdHkcnBKCKN784HoU6Jt7wfYnShmhpYpCmn6z0ZBnmyt0xs+dIk1CAJs1sIxtVSRlNDtm7iLmppX7Y8UxjH3yK2cLZgWHXN4rC8luSip0cO4K/OQH76TLaBkkFefvNtjL7ENaF2Oxfege4xgPfd61W2oMXRXmyqGK47q8QR1UAb+5+GzFzx+lO2hBl31VFtP+WEQWvGpRNUnamSlOWaWFFxmiUB6V5XTeT6Rldhgi8GuvOkCu+4kbo9TC+hbRqm1twVd8Gk3XLuJoyLD5WTSc6fq8m6YJWFE5RxaFoPm5sCsY/T7QgQ1GJybDGC6jEs5CWXn2+zwIJN66IY3rEqaoY4AaI0xI1Qucp+W2SBrP08pf8j336jSqHrjGDeBpRQPJJJTnlSiVU+jaDBsMd1S8uuoutpJZt1502FGFPN98sfN/n7CsoK5Y7L0TR573/v/FriYbKF12+du/rjz/EbVokT7L/CgN8GWvTlhSOoGp/NNFTlc6X+I8suwC0RHEWv/yor6MtE2jTSTC72h8VAjdMJ8hNIQnDdPbIqMaxKR/+DH9kK6lDJBqudFc3aFOrkab7tazBAB14zfqkFxtmWosEY6GxpfT1O6rfpDGQA00jm9dksF0BeGjrX0TBj6lWToE0WmXm1qFBInNpSbEIBp6icWcUmk02etvg0xVPTkmMnxYhvmmUeqDlKLDatQhY8LBl5VPaSUzfOsnXuucDTro1YNb3IXWUwd4w/x/d9ClxhGjKKr4uZjhfi5C406YV4W7BkJTkU7Mp4b33Jk0n7bFzmH7chOFXP5dZsR04ez01lG3ShXJMMcQ1UOVsLssX8cEAD1qRRVuHrvUXtlEcZIXalFMwDhcIzP3JWdJJHFxD/1YVmth32niCSh9g3MlPs/KrDWtGXkHhSavKjHR/kzm+vK7X80k3om1WxXTC3t1rT/MbqYG8sQvIcTsb8m6pWaWqwzmzWBrQczjU17HXvq4Wc9nU6Njhu0ZvGfLk7cuvUvgKRCl1E71r8t7VPsD9la99ktnYyk0uXc6laD0LDc7rW4UctSKLxKumnwXicC8PQWyLPDQUUppedg/fYXloiSEwpPm/mfcnHl9yWaiuYM/oal7TQOfzuw1ejSjaMOMGAKTy6XwXb5VDTJGf8OOSK+AoEKoPy3q57e0V+c/qbS15kkDFgycR5OVUDBwjgUAjmKWSVsxpz6XTX/zTxuZPySnnZxhQM+m9vbzm3NZ7XxShk7oEUNs02e30HsUGQCtPf8cA7DvnaQDbIEhKu+uS5VPQIjLvEZkNhhVnIa8d8i0dt/ob6pEWIZwvsIvZwU9MxteBifi60qcZ6FynIOMp+hcXi6DuR90cZj2u2lPOgeVUi06k6TUiIm2Bxv1fPNCdcDj1z/RSw0N80DZ5+/1MIndNemqAqYbk5shK/kTWtczQM1WoDdztbI4Fwk+/41povBQkD3cg/EFxP8+aEknw0XqtOHB/Ik4oKwpslfa8gHv+qh1wTZj+R2XZs5qqQ9hvIAzeN2CYevsc1ZQry8hORiwQjHVuadlw/IhS5Olfqt8W6sTqLsjGsO6N5Ml/Mua/upVlYKweQk3jVLewfYib2cs9kCcbsNopksjlm2AmQ3OQpja6TY9uHR0+5Gjq+4XM3zlCFXTuLhTrz1XeSClmotJM7932L7bLjqI4mWGnQ84kgW138m9W/c0Uz1OEhUZ0oA+qR0AkaUVv53K19d+yrKsISmWC4mAJNH1WR05lxANGmmYI8IkGVUlS7IC/UXiU+5kIkAILZaL2V+JBvWtu+0fFkcPg9aYJnqDoTUFtci45vbpZqC0aDV3yRwGDSWIVVrYR8MjPiLIH+zUw6+VeVV105BnWW/NN7EhFthXhH+TXqP2yNel0YM/ri0yb3eevXTNgGctb91DtNzHFTm6n2/BgTCa/FCrAfGSIp5NiH4sqqsA7x/TTRzkUOfWLfp3w9ZHs1+rrD5W6cc+53H9A1S8CVCSeWhCmSLbjpO68Dl5Sqlzy7g6XXSwsGTVcqw1HxnOQxSM+hwsD4bjCB5daWfHrzoclyG2yFysB+8UapGqQO/4I6/EeKltwB+bT1iQE1AvshFfwpgG9hwata9UQ1haDOLhj8/8aLquz5So7Tt+aU/gaGnOxMGWE7PT0oXLoLI+/CjS1AmPp/iDLK8dYipIK7uoLHen63EaP3zVoVoiW+CGMV8gh15BcCbOfYAOk9z40y0sdV41Km+VWgznW/Yp0f4r3z7PG+ptPtxAN+Co4FhXj8RhWOAt5OXx6vJZ3FKzLlu9cnvjhiKouVBdSEZ+uH+EobPFnVtI2kGaaX371LG/73i6auWju+Fl178S23i1HAYUSvhmQj8U8vZun18hYs/1WoeQvBaSSm3mmwmYMcA5mZLLOg14tz3GtqyQhy0PBTsTbo+nJmKwz+6Atd03HpwltgFV0XcY/bVwjan+Mfacl6Kg0D9mLX5pHm4Uq4AS08o4DV0InNoQyPZoTDGDm7aSZad3k3iO8LXW5IceJ1MjyXtKwdsOTmOWE/eUQyHbRwE+y3Xgjv6qUvGHViixJf+Krlzapg7niM/bq8sY97eM7obMCB1NZ3PG4hJSchhjJ2kcwdRsPuCreWB0R+ucWsHlO+qULiYtSnhpzv5+PlidSi3OenTnPKSCB97CkcJueWe67rNHJny1fRAh11nONWCfnO3IcX+QNJhe26GK3KCIRRy66V2RsMZK/UaFa/7I4bEuBmejP719cRzDNTyljsuOOYbFXuFeSvkoOShcbdz1ikiywr4vEOfYvEIJ5aLoC3MpmkmudDZLYuFH6wOWfU5lgeX9MugwqAzKd+ZKs3AVLCQiSEcq46fh1wXpubM50pGe6U/iQhRgvaEjhUyYEtfx/4Ti29LgniRuWm1ktDdBd1uOlBX5mL1XovZx0M1rK35ha/4byP6QyVfiaki3x6siPD8Hz5kn5mcnN0PBI8BHDlOPT1yemttFWA9WVYz9oulSZMmNvmjN3xvsJqnnH3mrD3EwBBdWr1bKsnPq9G5SnTiR5MTA6QWOYuXxFDuWBjy+wd/kwZbIRfPuhiRDb9ij2c+mgip8g6i4d+B2lYTLGkBggVjcUFvlXiVC5lNVObH/xwqnDBvawgSHQAMVkRxFnyqWP6C1VvltUYuVAV+zhSjkHIKL++7MU2gW/36nzL7Z3kLpXIqLGqNGMDCUZZO6SGOVjV4ht2h980Bfm0cEwhTKw7B7MZ5dqjIFk/DNXIydxs7bXt3ArTx1tMVvL8i9/aBRJIRhUb4Md6I2zC+P06DaqvZu2pZNXqhmrdAXLVt4H+c7XkeeoC+Z4zDZkq3wCmGFUZEttxuXaM7TqewNz7ss4aReZlMFsjizMmReom7mVINDjbWDbUsYgpfy3cNFEsDnRratnS0A/y721/Q22pBmBtyJDyzvBilKpiRM060As8JK4g15ySSngpMy1JuvHH3cjz8Lbl09vmaZHaOtNcSx5pfSiNGRrcnzVp2NYTCRb/kG9qKoJ+gpWxDEZNvkRsZVDXQu71FrfWkKZmcHchf5L9tQSJ+ro5qy+XwTClzGkXrDb5VFTVfeqkb6ZtOUFLkLv/wvTO63MnrVc7PIZJfCAd05SFWjRjJT+l9ngQapxPZ37PQMsDcPjApoU8s8/GMORG0VrLBpvboTqX+hwpFUbkjJzoWj4NAtouPw6osvyCxh8AOqlz0q5Vj2eOoMYxLU5SlYaj4pgm3QUjLTfWd4Zp55X2SLhjGqmXzhI/69T7XdLcXV/E8mU7KcZ991L2tVHn6NjP1cirOv90I8q3DjjlxVv+EIaLpyea3i5yTk3ECjXpq2zKF+0NcipnSAw/CyHzRI6/RIxxWK5E9rIxUDbLONCW0wOfXo37PxHHM6xbDQrZCLwmIF/97E4rnFS4YKZ2bNW5ytR5kqHuSWfeCkt29/0s2i7CwpLgS/jSydllkq2OhfBVfs26HEhXgS5WGzrIVP+gqaYidtKbqw2EMp3npdSJtnrNRLjzrAo5QUou289Q/uLCkn29mkKSUVZLyoCVaLtCypRsuZuIBD/iG4xbJF+1NFn5iSXnZWTW8/PjvfzKNW7vIKdXnbLBsYj4K5N7u1E+hK9dCLA4cpkOm43LJIocs6ZgMOjkMxjW7aWOadbR8GV9MXSS5wJkpfdlJbWp8jVBJn+upn2+pV7NmptHAyVzVMnVV5fAMHeVZjN0JXJ0FjadjLQjhXeA7MG9rvU3/jcV0kbD4U370YtODgwvYKoRwXeVtabwujr8IWZ2NO1EpfeyvFQJaCS9PIecTwB5smqrmUmvIp8qd7moFl51knhtPdNGVvW8RpFAlx4DPjWVPP8jgd5SZlSB6nn8z/F2JzUuISV+iXggogemy4+v76qXWoKO4bUUB9fSfM9IDQCM2EiQzJLxeczVrJhdoMR6bK+1HQxuVuqr3nVbFpJPUxjsaTXmKz6IuRtMnr5CXjirStr7vNjdOJVZGIwtvkxZ4LKG1LeLCiFFd5d1aD/c8NaMg59pLDW7B9J1VURic37vf5PLeML61lDz36D+FtER2Qnbo4rC679RipnuFfl07GOgzmIUONdapk9yiiiZ6jDaOhLQgraEAQv3wDg/1WLVqh+EvU+uz2S51FWPjsLr39O+/SDPdCRz6QRgR3zs1kwPLtfjJlOwUXhYQUI9F7FgaHIfdGI4hXEBSCsLro1c4SvSkbgPjcTpWClYXTlo6wqtChbpe0JO/BDzrnxwRdulvLKHYwBXU67PEnlaX+iE+fDcE1qwT+XIkjmarSYNziY7fciXPH+sZdbRo9aqmVgLfF3r2ENFieytNbMU3MMuTO7O94et7K56M30aIZg5RrFvqbA0EZmvscX1iKPceFIhNxU5x3SCpNNGshfWc8QsweQpstJ8BSvw7LxgnWoaDcuMjugte9NrwdM5yr9FHGpleqEYYeLJRWVLOhbsq2Ki1Ug2VKbhbAe37ipltb8VOT8sogU0su+PCb3jpwZrTtnmvn358uDtwrNqu37DYEPs+/HCM1tKXvcnX5jJ/KYrefDlUsRB25ovNrro5Jt21+u2Uw3tpNHKCtzP2Ch7eXcHmkK20VamKTsMYxM/mU9OIz8pTln7Def1Wksy4VrIx1TVVoIQMHOLOBaS89p0vFe/S7WWjPgPwTrBdVuYKWR+wnWsAVAbu5TMolPl2gxV8eHsrYigS9lqNPJF8zeq+M5bSWNrxhVwBeTsXjGAkTlrpOIUvCg3MPPXpsKf/EUnlAvvaE0BE/AFkPsITUWOl4fL0kiBtZo8eclxVLrM80v+918tZdGvQ7fVFcOlbIej1i/ej8NqECHa/HGI1gHUVVKHtY7Bp9F4QgBHR70JhMwWnHYXr61LITlHdPSj1q+BEDE8YiCSv2JMaXRFemCbyXJ5pnwQp8w2cnmpypcwkAfxJLzqZE3/Ewm0xcUjmb/p9PZGiZClqIgDlVOdVNZ2ZOOiTcoP9AZjo/Z+CwPfj48b4HlrF+xtFMKvziyFyi7EL9XhoC5V2sU18qAtA8C83JYlExTS4MISEykFg5QJMudKRYJiIi9+U5FnbUSsKTXq9NH8e9nvJqhMSqYadC5PY0+yfLXO0Y4sdM6SZgqubzvgwBGZ0ldHcpfNpzFC8FrMs65T2rFy7Y75Z1sVhyabEUfNg/tclqXxXpDmm6bH4uWJE5dLyo3CUQ7c09qcV7LOPNks8wk/kr7JvCHswLqDdfA4bMJ0/K52jmz0n4EFNV91jMHqMDFab5KmCcmuZPlJFd4OzBL+VU/eDaMv61OoYR1JyuRRUpXGgWqWrhG7yARmbndDm1q/47BC/5hkbgtl86AhaySvq1Li4kitvQwWjDZVrP8nrlOUGrxU/vL5wQ9PMi9MUwyuzrXLiE+nKViViW+sfCnKYvWLizvwKnGXZtBrKWq/L4rNk28U3CmYU9VQlUQdJwnyO55GZAPCn2P5xhwMDvNv9p/vxzfBgg56crcTO1yIta7URQlmVWSllTn3Npnd1rg8wbaehMJ4u0bqKErU+iAZOy0aUwgew4GgvbTLTqIyMU8tgF08qp6/rOdB2C7Bo3DZUCkpJCWFaqzaRrcbF6UXyWka3SVYiwS909Cl32xoInXTupFugUCRvAqeM3Z9sdiQEYZvOMOdXP/G8eGAefeEZBpBZSM1OjnGLSdMwp0UFXiyh7a8+j3eWugbsu6kiaBQLegut5aDE1YO3FR0F7/gYuSO/bdnM5jX1fGB3YqwRlr+ELOnEfLGU5BDLWMgQ9UviSXAJfOVDAlD2W+wi+OwTC1Yo6mDJSexpEqQ152ACeXSC2GGUvNbUuXsVxFlaj+C1bar3ZHWH+BGqWyBDF/JxOFnvSCHvKv4xbur8kwK9pKcZbknq1RnyklaBDeTUwZNudPahUxuHX2JOTiFqUN2NhIuSKbIgWZsV8CG6lXA58ergLyUiOPa287Jb6kuV+372oBibqYUX881p2jEtuJb4jvOj+Q6JngT6EuLgQlyZhKpx90UW1u7rm3kaizV0W6aOC9KCH+OLzr3glHACCP5/vwi/3KEHBu4eIzzaK50y0ZjDOoxJi3LvxyTbPJ2fO0Db6DfxuP5KneWsGVVMC3pHcyaJTquO2yWUXLOqd8DRa9up2WzCyivVJyxFeJRY0owsMq6aV1uzI+9aWqKL3voOXe8nrJQxRNf+vqKybNvO16R0/yRbwTaAkKokJ5SNOU/oe7k0JH36PtjCaoSbqy8UDBioVtPcp8Ut84JE4ZfnfZqTkwW7ONmr5GTF0bIQePCOLCnlj1e1LKGj2/mrX2JZ1lOR815lkJf5efHy5MpZpvux5rbEi5QC+BZpB0SmnrpSDZgC+qqWCJ5+OknwIEXxb8pVYmUB+r3k5UNTzudBXVvRxl4zPOIl+OOtGALhfjZh5U7cHUWaTvUujfq2tAHu5CWhW4RIkt7X/wuEd7a4k3CKvOXM46b0U1pZokqEzYRmZf5hwVpeQTa3oREj9OU43Xm2gWVA+P+f8Rf/FzSyXzmPvKTLXZDppPTqy4PfiPl+p5Md5+sG293I/vqfFQq5fPFKqH8RtZNVhXyBqarbFMSyWkt3xMUi9+IVXcs1vZPmsI9SrRZPE+Q8Zu2WnyrQrx3Uw3PKi39tvgE2ULQl7v8HQlCNWmvkdpQOTWRq/TYH0UeWtAX1LGgkNy0VGNmnq9jPI/mi/C7D8ZMW2jquKkCwRvpLpQwRE3sGtBdxxgWdyWYJW0JRo40UyhT3qW9Bc1XS4scTG/mTSMUL8k4orZaWs6FhdoSVgMCmKNDztVqJ7a2rXLHcmegP7Sy+A3aFJyMjYLKS56A/Xkiyxx3PUWNI0Fa7rjAQ8ciJ5VnLJtmI5y/ydkBrRUw0YhsLMq24MytkX9V+RfU0duCRa1Aex3SXfDGAux4vs5m52rpcrDqpx6XKbcYXVNwipC/XjtrKiC9akHyI0mq41XfQDWwaWysTeyI13ORwyzbKxT2Rp1z/K8RXwdk7WhbxXgi2mU5Mx12oVmnfsBnVcGYyEn9PS6L0TEjWgqDJV1o7QxCMBLGK8lsvPhqbktfoa5JIz/N9UWQuGnLrwpGzjnHsmU6P1posIQ0puVaBifJA4D5o3A84iKyugQYL38amOtworg5wenWqR+5RYtOxs5eKkf56rbI5yWXR7y6GIqE332IQgKe3qV2V+UXCEXS14/sZo6OPDNw3E+f9OBxLe6hLEEelKeYj+dkcnHaKfiaI+QpzxfnzC7K9JKY7sJae8WSCyxbXXrBteE/oTblrQtT2/StFEbWoPzdm0MFP5c70JbfwUA3vIdO3rTKUQBfyLXZ8PJeGjY2R1AOi2u6MHSn7msnqCVNx+HAY42AxnrROcv345NlOZvBKuhhih4Opq8EKvj5NdQqaPhKoys+z5gi/waJMV857qcspy9EAHBBrjA5aCuOyWeHC4EBicf4sQ8Wh6kFv+dltn8xdjbBwNDGhiq9gmTq8Rexci+cRqrTYQ6jQk3B4zx4TrUMqXd4BjK1HdIJU9KrdFLQ7FbNsynIymNVGMQz7sZ1PwHAqi+aH4X0Pa1f4NzkqHhteIRUSMETV+jEmPyAGzsIdlpmB2g9d4QvFKsXQF4eqne1WbiiY0YcWEPyaYs83K9mHgG5HU6ukNxyO79aASmSKxb2AaXEfN+Wq2wWKDdBLn2TX9NjceoxTWALflkGqFDRRnYTZBaGIeRgcMcG5mP6Uo2rhqezDRPM+LK3PGXBKEsw1tmu1g/xOp0u0TqF+IpPGVNQLdMbaYo0GE2uLIW1IxZwAj/ztKBNzpkqIWERbwlNhFV6pOnzTffiGTdjqkFQ4U1BRQIZvqtlureA+uaEMdXli3d1aNxYfe286ibHXRnTtTGiyvKvJp92BrHKjmQKjBitysLJx7QwMsGt7fi7nMlR5b1wPTff0yxfWEVGMMQ0vv0QmuGb+qcqO07fVdZ3dXrxi5FSKgzhq8w0vJ60HMq8IstcVqPwYqQ1qRC+Drbx5hFwZrvUiJbqG+iXKjRDbQnqnFOf/PCjVjACQSJrOlKpLsfq/LE5bMcU+oUyc5CJ2HQ7/aQ9SDs+9QGxuVcG23Gyyt+BcUILm0/NoPXjC4HlWFFrOlmZgiKtzvFfMZab3DCyxYNG5hnbq3QcHThOT7wYcpEvScx3qhxrESHP4hKygDwovOMoYS2ZTYpVnVniceJWoqWOq6G/xENzu0S2jYx0F0hZf+uFzjDTOntwCOGLXjwlljp+WKPzsFaVPzkJdtcDMuBLqc+F5inru2r6zKxyVeQEw/1al1mes6KqZb9QlBudl4VvnpH471wpdm3UJYX7Jb8as3qrrBt8KocDGY8lXyR5vJhVV8qYZTm9NKpyqZsgF3GvWGV+Aq+rWlYtZMbZKeHPylA6QuPz2kyn/BvkjwMGLQa2Dim6k0FFepPDi1SjAMWGolQGuWNeo0pjgTz5X5yZLRvp5qJFLc8rgKKI5ZvTVRBT5CqaLkzqAmhEJuJIcQp34S4F3r+Z/zUiSvrEL2GQx2DtkdbNKROX9yhUsXw9l8NaubkSiZmmjH2+z+4jVoM5xZ1hzy+XfcDJD/G6ezPQrFpH7xNbfa0LwPz7Oj+yBbDdKcbMWXeSJytEvFxFOxjgX6i+tKtgLV61YwM71mIwvIvh1yBlZSGULrfOCAsDla7l2ytf3KVkbzH+gaV1YJynV7Rx2YRa9Qcx3+RiThDVwLfx1wHpiRddpylgFsiv9q7auJKZz+WZAiNyjFAepx8aMNmOH+f5ckK/4U0IGHJl7tcU8nmKCnaZUpBiCa+W4JfG3ZuLEmUnJq9bhBp3pHkGLE7arwsPb4byFdmgFTK4JWd/mgFR2dfqxVtgS8dgQpzP5TVOuZ8jwgQYjT9E+ggO02B0F/rfud78+zQ2B+g9CTuzrOOgdaxZNSyb6pabNetpQ2BSyaRiz8M9TbAnXGBfOqWphcHIj1kfd+wGV6Tec8LQIZYMJLy0oBrbOcc/VMRgZJFz3LEiE//e7ry3PPoyzZy6wl3SyfeJnJLKNIdJnoKMcp2FQN9WjG0cdJETj5chUYUZCG0dXsu9+SLkCZdgyM1chuV4zol/nR/ZnLqckLCUo9/75rYTm5lPACHBjyxOs7FpvWw1BrbIJR2jjPcaL4fM7wMnpGopmOl70tdmhZQAfjkPgtdda6RKAtL+qqfvjBCRpRl8i/dS5KgWhSvk6dGIIRUYgwmp8mWDr1oWCrV19DeBHSXbhhEMVkdrJBgHB9GaZyoySXvGiL43YrW4XSKARnM+P37ow4+UvpqgtjABxYq8HLhT8I1D3hI0s9bJOKpu/MIwItRSwZiDhIInXSJ5OsK0GdhI7aA9M/AZXBEmnEpWRCNDZ6nvhG865P7JD95n3q47ECI6KbiaWgI09babJS/JTiOiCedu9Kryai3bW+EJwVG+JCrI3ob5tXkZZlUWMQ8Z0vBXzmVj8n5t5BEXNwsn3Ov0XS1lfnREZbMg2KtZZvpYpb9XyK15cJpVZoajPFmOcxnC+rYgT1OT9HHJ4pOshOmjZIOt70BpcWJ8+YWwk69Tq119ZbnrRvh3tkLLt+hjoMNS60s6UyUGIWiNcPPjBIRygE2VH5ey/r8g02I6rRYCiToEa+vpgjldEsmh9oM+ZF9erHqgrqfQDHJlc9D+/Xhm3rHoeNzUMc5x08dBvCDHlwYyuhCI+7ZYHNMJtvH1ASVtINtnn9WeBPdmYYWQHWBGuvHTC0s504zw5JOzA6oFL2rR2vJbL7RhKVZhMMrG4jSvNqITekX56/XeiLwfBMY2xSpPS66kZjtZFbKC47+gdQT0Rbnw5hVTg9tOpI74kolRDcy/HON/GJkgIvc/W7fcUnQf/5m6wASXFryWqHHNQvCumJRyqHIXihvydFrtv9nTr48g6m6OHFEJI+CtmldEx6TucN1GrmY77AVfScqQBbUpwPd2FOY69ed4753K1svxOAOB960puGTJxhnweJNt7Eowzy74jax8Y8CpzKjFiHcRr/KrNuCzr43caIvZ2G+ORlNRpIVhUgNATsXuaC3/r9ZjR00fjqvdQJ5KrkZsUZl+1VYXITt0+PROFiSuZ7qgI9eUZ6O7sDBlZlYLphbAKx4mUbHEP34aqTINY9OhoKVoMv+Nl+/HA6Mtk/+RoJrMUM4mi9/IOYlqmuEb8CWSu9rlQkD76t6mJ+sUgOub2qkqL6JOOvpqXwDKGpFcwS0uJAkXNWVcSPgX/X4+PizxzC62xuTTOBVqU8SqquQsLI4p6GCZgFbpB2NumNwILWJzbgIHU7WWk56ZG6RiwpPz9yTLTPLqCHGZvjouVMGCssIzKm6mfabpxtO92GpsxSZC+FgVgf1cGptVcdYkmRXDShemWfK3cIMNP0O57M3fGhxYue+1Ow/TbGyRsgvTEd2YbQun7EhIEJcipAGQTw+/afqV61gg2iEno6PvzASOU4tkRTLG4RWXZOxYiKA4ZTLPiAKaaWzXLuUSE6xWOJKFspzPJcGlbpytsaNQizTT3Il/nqxb3Mz8FWMhCRH42A5zbJensC5V3LRzdch8LEHMQfBGloQm9qYEhVBuBA8vrRFbkcBzL5gUh+ZdTbxrcQUhwZh8dYYyzkhrGNuiShBzP9n8q55Vuc5dXC3gvFqRUOULJ3zve7ktstkPkbylXaZ0wYpf4NB0EPj4XcIepvnr4snKS3p7elNy8XZxnOLkFL0nHsWRYt+PJwSlJxhY33QpBzpbSr5jaTPVvBVrgRQvuVzdhm7Q2qkpB6GdhFuOLBHAnFR3TDAwRrbu7KX5Kk/OBilSRAWYya357+vvv6EO2NdZj2yXKcVtJsuR549MsDEfW5em1Y4lyzPrEPVFg7apymR5CV/EoHud1yCwwa5TALWT52xdyMZ3aSW0FmpPUl/nxO9zTZz/iMhlc+CVFh6hjcdb40nJB9BYBNmYRYSv8sy1oy3NFDTpRLUiDUbAyGaFAcE4TUbslJ3TjJTBAZCFe2kRp6wAs2XetPiNKkPlycmAtKEK5rhBei6pqpYOMCePOUcjMTI5e+k2gmblqwFnjjrHvqbXotCOvkvJF3H5al3Rq7+XfJpFtLyu8pITp+8Z+VsvolzV1KZvvnLH8I3im9yr8vcXtMTHEVMz9JbrJ0eqtEU/NvzVgl/7yVEdhCZHntW9jDwcZ+nLNBzl3TARDwk6ueG+lFOZ8fe3iI/lixXNTExee5ZkJkxLXNRd3wQiGqflGCnil49erIt3qC2r2yWxmwEIgO8dZhdydRauTNBR2H3RQfrwBH3NQlJlMtUdwER0Dv+wJfOickY+EY5NXEtCJAfhsqoyjbmq5PiqKiUyYym8SjCWrPB1WP7mLFvwXlKZHa1e0VkIygQnhTVC/jFQMVFbvlxNR9+3H15Ut4WVX78PJS4b3IXgckN861K5076xjhXKS3SKwTuRR0Nt3UBujjV1Jm61RfUC0+EXHzZkUenYe/Xtlm21y92Rq8y4wfjDltzKrJFjpyNkyqpucMk8eYUEQdl82xx2gaC40KdJcVOqCWrVCYrc1rJeQkogtP0pHhF4ijdH2VcWOhfyA6tX27qSg0SIz3+1yPDwXRIWG0eSqzVJ69BBv27mum/m+ToXUsX+KJW7j6z98k2n7hJRbxddEv0+N7OD5dtdhHs+N/1MJrkwrkuRnx/fcD09r9WG4Et7zkghvgaTrfeHG1FUN0Ghj1VuUgoGnmea5nYW0ZFieeWJpjZOnXRflDWzJU2WUKkLTFMdKN/I8p2t9SLJ7ZQkOukC1S8hlkMwaOUSGhF9gpMSltqC9Uo7nPgdLCRbYfcSq7eEtaOq+arjta991uQHthH1ZYh4HXebBhFdDtwpJf+rHlOTjRcdC1mR7sSBdEyZhBfp10HH5vhq5ugZz1XvItijpNuy7rqQR48MWWn4L+L7RnkX81TKqQwYaS9aHFg8L4lD/pve33pBpDWCL3niGalCywKtjjk2wA0y82xqiYGXIgRUa4EJmrE6HC5qrImzCzaSByeXlaWZl+/b8aXspSHPCBIkLEjLhpZGuAR+Xq0pRIFgZUjwtW6IW4UW/J0M4xXsdPBGttXOtXSRzk+z6sUEthbAgXo8HpnFF1Q6m6wvKaoqmXbkF1YDiTpMo3Wg/nvh5+OH0YAMMcZE9C0QyXxsAn0wpbkLlmwSumDEQ02n2Dq5TndKNAPTcXU5VNybda9uzQU+X6a6Ckt3nPEw9YSgtT7XgxOhEtV+n6sVQ3kVf+yq34Y+s8ehK9epaVnfRMddyk5M+6/tgLmVI5Ns2YvP5JO1kTgR06ubw7ci0u1Ax+CPGVHNNKOdjkcE/Fo/P957n1IHiARV1U2b8uIUxljL8vbKAy0vMptpHPomtexejB3m0jJByHi1QNoADjxhzKmZnl8M3dRFcr/lXo1yv2RPIXN+0lSJcXNMcu2C44vt1s1mEYFReDpwmAahgsrzSRocI6l3ngzpdQPXap2FmRFxiZkcbTxcCmu1Ai2Ue777Cl9dJIINuPyDMSiwnBhae5DNGs8AlKHhDMRKP5dBnrHewID/waYFMn1XssqUP188SxereOTIhwqnZcM12cuJUDZ4XrU2DaFvKf/BWHrLpLj73JfJUZJRYRIKSFUevdyq5kk2ZbE8dsnTNHo5mcbBpRzxMg27bDwGWLJ8OEaDicpV5uhZQsigsmDxEEwV+RfI3wPlbKYELEHEto5UL/foF8GMv1pz04DkIGnRwvN0ZLa2vGT7UswQFwiXYwJnx+/qbYSZk+J27GgSoNw51KQLmjP9GXdT/psRg8ndTGc4X3knjQ4KFWlspFDDx0dbXAYjTxrxUpCnLb6hDcLMV66SxMpjrJ1Et1CZHAqZXzck4FfT5TJ1C8UQ2P0/ESlPwhsyfxB2YTiKqz6mF4Oxnx1Z0S0hcjaM6GuVTbHVWpO8L6lyedPWKiwFcObLxgoegjlS0LrM8/JYWdac4587Ka7K0n6YknZpBzn9NBhEM6eTfetSx3u5Y2N2tv2kvnLmWH6IHLMLU2NTjmXLeXCK8FcyQdm4/HxIyOuuXG1HY0YLNL3T+n2uXmxlF4Jm8mmjlPhyHoWuXM7d5Mn9ThaS43IwLFcLox+rV2S9LrmqTAj27EUzoOOwhWwcEMpTX57Jl/LqrGpa1TRbdP8acbkMenPK1JZ7uGFPgjJtiSuVYu8UaXJMEA4VFSPB90o7ZvZIhmkBAwretBy/CL02WdegW2TC2su6WI0cZuL+UEJM0/ykqfEXmFDeySOv5bzi9Fuf4uGV7aw3SiNsJH4NFoAtXMZOJazWVeFzaYq0dQcmgTycahaij8gPIx7ccmTHVo1/02T7ByWBJX7TVJ52nA2y4iobpwg9gocJ1T6PbLk2VwoRAgRb5Ex3PzlT1tlYLqvzg9PmgpwsNiFrVIF0BukuUVtnV/6VeZCg0Y98C8rfYPs3W76xVRtl1t0pSAy4VluKVQxFIyoX64b6/UJqA3PDVfkXRhjHqRlq5ahuhXG6r45N8z6wC2dINZmLTrjmrWCCWKIq6X3+FAb7K8f341mpKQudnogBWfyqWQ5u50FC8LFAKAzB3CBKacqZTJdM+2wMRpbGGxNbRAVb4iC6I9IpNdyVFrOkVt5u1CtXldO0cgW7oFGio/V3E5Syzj7gVCdJzs05U8L8perHgGqaZxhGoTxDnnJHI2tk3t2xpQuvs5ScyOeSE9q94nQTFL5w/LzPUcsrqsxXhzWDe2E27eVeCR8O2JkmGyfyZai7c5iwDv7lINyavUR3qc8eiNSZ4esRhbt+rQrRBNPkEK1vlCq45h9YGzayiZftK4visOTJNOEdcyW/K7J8+xtqtEZBU8P8esUpRGurGhsR8tLObWMPc5Nf9fJ8GA0wBx5cIdeWrS8DXW7UulE3MkVUAPm491m3YKihCw4M2zVVcaJmnc6JX4wYbFHAW4S4TtHKNeAdtXkTYtp3TA88ZY6Ad8f7VXz7zjM5em9+0r4uqgPI655mhWziYKaIEL/zcJSnGsPrMsvi3Hz7vJpsQQ4UVoRCmaIBKiPzaqrTWlZItoCnQ3BhZrDfoQPeG4y+gmHHQ1KXL6eXLdk48BqG8cgMq9fmZBpM4kzbheuK3wMVI5mOuHh7UXp53lgzcSlR7o/sS41dJ7MUfg9AmkFC6zUIIWXyfSqy6tRMTY31n4F8IJYEM4KTxka8ZASbSaV8fAyFhPdMfmdLxWZ4zsySPMQvJwHiyKp3qul4JNJ4at3accEMrxME32wkHE4Vkh5swlT4Ko8JmcxXqYVDJPcMsmuwkZ+y+h6yan2j+H58NrWNFXu4+YevmZaLtSXTjEvVPeqkznUUNV1ySE65Q2QGUNBZIj8IQ1zrapd/1raiEyGSMG1kgiFTIYIq9RFzDXim5vD7z8erBJ1KTFOuWlAV96UJcIo0A3H3pmt3eTzJG7UGwWPxqFBO5bRXxsw1QVuDr0L8W1UtcTX3AVXWV7wBMz0+0oKXSPb9+GuGwrRRhADNxpKpy2UcQjoLbbod83UcNVMpNaQZLTo6pKptidq2yATlEo2qoe2GReHL/QxkSnXJ7lqO7qLVQsjUvPtDRYQEQSJl5ZpogV1YSt0lelUfrvxKkEVVcUX+sZKLmgOvDX5zYY5SRF/VLW+GHQ3eC5I853X33CI3RIXEoZh1cvLV3ndzLj+ydazcpGW1Czl49sZjngtbuYZnUGl0PF60Y6LKX581MB6nkgFuFoW6XFEsmbwKj9cVbPBJvDxH8mkLXKFvIUqPr8f88swv3SRSSwhfZSuvnXkRxptn0dfJlhAJ5dg05i8l8mm8tKTJR+6WSb/lc4l2IS5/H9+rhy95TKrLA/gzilVKUxBQVnKD+SvGXDDZENfMMNISV+R05BYq8VqOhTdNXHK8eI0mlBXPYivv0r/YsveO4bJTFacWvj8OfcUInr6QTqhjI1K1VySzl+uO/4ko5NEwpp5wa3UAKitMShnPPKMTgI7scQvWbvtM3uyjokmCpuRqueMx5dcHcyTwSf0uFJJ1NncKupl6S2P8JZkqqYT8Gz9TQnP7ccBYixbCpcTZ0QQvIgfyoTDZ0vYNRL42LyfCyiZlDvI0JaGYZtIpfsGKDoP1sNiQkAZ9Ic9tFy9Dwj7Ix93CHgkzAe8b24eKbFjyoMLt0yHh7GSpxT7ctOCNV3hFxJOcUJ4TVHRVfI3Lm8qKjI9tJL+JoabE0ogKgnZm3S85wNZO2BlPyRpMb1jOTeT+Of6aWonLLmAlm46YpuqnMyXMvFJCbulT02T9Aq/7RnIB4+ZfQVOQFa5SFyOK8kattc4pZn8JDLJENWUjCdNXzJkTdd2H7uNbjf9qRSPHpxMAMHMukkIhkkPZRX5ds8iVPeHW7C7YaXJOebHX9tGLFkKRR/hSjOUMStnIFyc1nQGmhuRSirCqvA/3DKrc+l/m/met4yoXqBP6XOkdzRgcntmFxq4tOFVPXaQ1W/ZGtQEThvqq5x1xml5CkFyV0weuGNTpMOkGjTDStAUDu7bdInponnOUP1dzV0ioiDzFpmTJj3122iXeV6XGI2ipC0BqIzoCBXCn2sNw/iaJKayGtSYwVQiaQZe/nj5gnSrZVOMWJZltEcK1+lXxJ02DLhV6gQVKkmbb/w8BYJP+P/RSNRU668uR5AMCwASbL092kimvPuysI6FOedZW/d5sUMW2mH5JWdwUfQdkkX6Jqzrn1A8xK3kGTKapepOZaglTsujQpobEhKJNBfclWyb/cKxrMCskj9fmay3c2ugC04VTmxQSLthru3QSY9FnRxUR2MjCkc4M/vM/EWX5r2bHh6tO0shRuHSjZ6RVcjWCIwEe6Fu+u+j4ksw3WtZxfVl5N2XU2gYeHJ3YE43dIsuOsKxXgmtanOpr5DwSvuD6QcyVGriOJTx9M/z+QXDw2uIUZd3XiIeROVLQ74EaQ7baJDdzVuGiUwnRkTPTdxEEoipHnrxoRpWzrCJxao0kzoK5xlo/+SGQ/PKkaQw9GMnKlOHct27q5+B+aCrUZQOuzlhVIi9EmtYcD2aOZhbt3C3NfYFOLt6SYznHc0bB7W7V9f0vtPHSOeHiS+Q/8qvFRDlYewk4+i9W13GsVI34bsSlsULH4DthZIldKGhaydWkS4i87FAYcZZnSSsfAxCpvvcNMp/gcW3MMCDTcK9V4CkHd7j+T8Skiu62Hm/Q2ALGn5lXCnZqeDmUn2wpMENR7EaxZJAPbGFsx1pSQZhn7REek8sv7le58aifKyEqmxm2LHmCjt2Q/KsenURKbBcxiz6L8FNCNvN6V+22hAKC4czkqT027fhtQRHZpAykT7aqhDRVicKOLUJWZFBA2PV0idShoAW1zYgKzUCQO+DfuToodfIZHX7lOpvIi14eBAUHvDe0lhcuLuWYeHxfBVldFgo84SJENpFbeIPkqVJ/hSmBizw3WZ6z6XCHSZgtYCBqrF34H7a0aCwnpS2Y7RilMSiSTyWDZ+SRSYDJUZbctN9Bg3VCBifugr7LfqTOHAC5FZTaFJiZVFpyev93AM95GtGlLRj5BvOTpr3KmXJl4nLDoCJDYET3Ss3E8EKW2BReQvAqMOeWJ+1XEhgkGGvYcQoy2tBh8gNyFxTetScr4ciSyOwrhwfRLYBTW9bVj/9qRZIAQFSS0HlC/mbVmn9Ro6mLPfxtLJtGzp2OMggIZotCFdcQHxmNkQW3U1u2sfn5kpt5crp4L75xm7o3Pj6AkRfZVMgNI/+tF3SJedVtLcuKlkbe8RNXosaGhFVjjqOULaR+iQsRbpoiTMEiyZNA5rSgmS6odQQ66XVlRZ1r41J96wZm7Q7xCN4QBQfK9xC/z5ULxeQtMmmbaXteYsErNNEAqynCwnRsGuTb4CvXcaPT8zwnx8kLx3Ix6TeqBsm8bJ5xBZJjhYLKa9kTVrh7gjjPeGkw5l+MKdXuM8PfElKWl2J/Ops6wuJHEl3knmgsmGk8vxGPqVlRGS0yHr0w55jgVRvZMFphBClmyVZPzK7CsfJzoNwdCTafAnu5IgHMKcX/KfAjTTMT26Uuf/QrM7dXtuNNBXYUBE+nUTyeVqJ2jr1D0I1IPlVfy0LCZFJZWFrt+uLI9FnyxIPgPDEgeSQLjnEiVvFN3D83jf+E2paCXGa6EGri9937wCUDg6+8zsuQS2B5co27JxLquEhsRQOzan0ei+iYMZuaIlkkqBaSOouR3QqNSha3RmRpE5AVJiR5vsL8VcHHyuXYo4MuKLgTNrleMd8J7SUBWdfl/1JEbu1Bo9QMUwck2kQUG2WlFlRIncrv46hrtmwrfb2BKXEpe7mpYVMWmt//RBTIXPFUreqSRS9cNUGNlzawyf8ymdBbHPkZDGIi+Q5OLcqZMEjH1bRFvCrYshfvwoGyA84TRiUC8d09RLbBonlgx/xKyH97wcSuoiBOn5lCsrXg4s9aH9z2KatjGEtrZOinPF8wDf5HMDcqRDSBsWqXN7ww0ElaU45abbKyxTT6koVkKgvZJuxUsQM69lFIfRMom0MnF0UUqd7I5dsUzNHLU/a/KvjWBd7t4q4fj9gUhf8GDApqCe+QmYaxKrlNLaX1GfxxdtC0HC0wNih9sTYG/CFmuUgoOIy+MZSiieduaMvcOV1sVts1CEgrq1oINWPVEcuNhKADmshySQjYt1G5GkED8xIjD0lVCy2ytOG9BJiXMCKP9Pfjr4J5Oo82qMa3w2KCxmXVXwZkOwlwybMXrIZSLskGcd8WiZVQaZBhTXCv4gDjnQGZ1kInqjan1GbIK/TJTYn72lCWOT9XY8VCRbw9TZVPxCAxEC1VewSmlvYzmC+5kjBgoSoB+pxqe19yrXmBpnSkiPUlq0zxjbBz9v1xgHgl7ZevbTUw5f/2QviiiKpylHZy65Xr9IFC72YwJ1qIcQUW31hTMRnY8XaOd/SxZaR70taCl+fYt1ctKoukbx26qoSFHTckqAfJXW39W67+kO+mCqAVxtuUW2RdKAg+mkGTq0Qiwa6EFqMZrAkXgM2ASp7JN/mZ3GqKpRaXlZD6x9XK1UqLsU4hyTJnh70LcbrKfl/yQ77XvaV1qpidPNmkzlYum/1Qq25AqMLDEZ+TcVbPqmxVjHdmN1KiiqUAkiWbEhoX8/kmT2+sFs07b3DBbKrdznTAn6got3+MKHsyPzdfFl5u3eu9qU0tn2hQP4LyJfS5T9vuzEIF/OywJ0SKHscXq6Q1BcPaTrPtfNwCy+35puJ5+dmxMHMCQ5kzaYh8P1fj2doqdQrCC4+vyqsoRNzc7rwwpjxpTHKGhTlpUnCBib6gEb2HrKisLM/CjY21k6jyBYl1oQEwx9rA24tlxgA5dyrMh00ZtB9ihndpV19bXJi5Xt6fF1VIZ3L49iowjEopFahUtiAUjgezI3FlN+pgw6eKYzNBMdjyQ5IoJhgYoSZb2ugK3H7thSu3HWlVJwJ3bTx9dY3NM6/gFEUnId7bqxMe6ligwvGErzwZLah1GGHJBqmz5a+XS/61waq1VXMm9HCqNOoGPUEe0vnP1dItuSLytHpZTrcmY1BEqIhKRSb0E89RzD1R3rSCHQdRjYToIJ4GJvPlQM5JkRu6hH0QBpasZR05wRqKH9wP2rtqS48j2L+xVdaKJEJ2gjyhD/1bDTb9ZJiSbhmrVzP3h158ho9yYEgkZ+V2jLfQllgbOZBijvcwZTqGlKLgUF02eYmWUc98lz7lSL3K/EHTxVUI6huFH6/IrbnJSz9M+HGZgikSIhBBrC16HtIpSE+zSN8M2eqaxgjtZkz3umdBnbshr5IlZzuh3+6p7bvu+vESv/jH5Q5h13TULD1LC1ZqwDT5cUOESor/lwQ3GnFl0K6B/H3wjBwGCU3xUADPssne1Kq5SypXKRgBu0KqfGcz/QBROvbgnPqnFzjWhVT5JgBN7YBaUJXJnKgqwX9xAwyFWHkhVY645k+V/qrQe6iQjXKyle1x0xGIpJe+bKxrhPELIwhVEZt2oX9aLslV4KmsNIol9W0hv3zqwOt69HiD43KzhOcLmy/5zvtuCDmLjuptWdt1/cpV1zWOOxncXTdH7hcYspUJfvHT8ZAFG6vyjpFR208DRhdbQKdM+ewzRTDjZ+si0vCMoE19EO6xueamrfAb0yI13XPKYXR8u0JtkqEfwZYVOCnIdtJUthqHZX2hZFTljjpVkczz71zleFmKMgbiqOS4E4TgtHEqo2uuIyFlPNSJzEkBxCiUQG/BFYx917Fp3ow+G1N0WWbW6hJ30TEij1+XRFIeqLUglwgkH5MzUO0PW5tOsspktcVNkI3EVMudNKVtdVdDcgAwNy6YvqrOV6RDWqjtU86lyPksXlexW5aZG8ZOyOML6xDSkrlgEDdNlQAAFg1JREFUwG5J5ioT6qOQlj0hnpPmVEsH1Gg9+Vmw1iLKYDQ7Ob0a20IwJQzTLhUVjPDHCzCaWWIs01P8XMCJ61ulRbiHgnqkKgd5WJ9oQYM0zJrB8vtct129jdBU4cVM1EYj5xFkYZBYFVYZo5f6gCbDNS4nVicfVdy60Lx2oRACfU9eOxxZWUKYPm4+VVTs5TiDj0MDpWkd+Tebv8/VShxJx9zhUR0VkNx975eRgqejeWpb8s0JB+a8XGzKnB92d1VpsWDo2BpQY9/2K0Qj1tKDqKf0PVnIaGYdk1pgXO82bv8WsbOjUkh4EoSMfB5lnnb1RykKNeEoH4A2MkMX3zBSREjUltbqfSfO6NTGFSQK/7spCBl5IZGBiatvAOs4htePiM7p303A/PXcN0eWWpuMUxsKd6qzyFJKHglN0SlQAwhY7ZjNlqkZYT/lVZPm3GXlDLK3It75oYYcOYO2QkZ2+G+u+6TBhnHX+zeqHJ8aZNc/2qecGNAkXn6Bf2GonOXurgfUtLHEgRYqX/eSAgtxRZWGU1HbCuXyb5AM8vfxZ2n/8IouBpKon4pc4OqEiP18fAA/LsBxQSMv91zVI7hkLxdJTF+lol9mrEfpyUKaLCvPUQweBM0jD25btCW55OBFJjAiP4t1Otxbtw+URkm52A/h8gtV5GOvY5xBY/KdH2dVIV+qmRblyKXRQnsnWTBjVfxGFKEgEdK0+TS5xnSqqnaOMjKRlGxOJS9cwQ0NBKks34qqVVn/G+Pn42Uqq8Ehq1+gEzaU4OrWXp7xt+MnIq2KyZ2auZCplGK2MrCdU/TiUrIvvoEywoYPPMEiEnsf06gxVAOUDDbSBk+WHDsszw+8+wluSVjYu92LM25aemR4xNuhrC1Zmd+G8jhRtenvbfrWCXEKnrMZx258g3T/pu2vwkn4wNCytJM0bNj3IDKBQXe7Wp/1jr0xmD4O7j4Dcz/4mykG7Bq0cjAJgcGGhaIkziuUFcu5k6drnZmmhH+NlyulTJCn20u2pLNBuoU+TSbPuhYSYarjEK5w/PvxloyqyxDxPbOX7hMDcbAa3RLNUp449VnS4wPTYwCmD7WONIIaA89roe0cm8E2ShbIZCpE4ft6cKpa/LGrJgVrMyrR+90HIcdSNNMU4d6C5MeFMZGCibg8lnfsGAMdFx23UKyezc6lVM8+qWVJ7hLtaJH6MR0L2TiUBd8FXZYwAJv7Xc20dSCb4vPj4xaGAUDNr3YnIEMwAGLfr2x2YlpbMvdrq1UNyLOrHVeDYKcJhJeEgwy2fuy8LD4z5XRkWFhbtZwyWohpuJNzaeQ+aYH/jzgkqqkfQWoGWJ+y075XXF/GLCw1jCkEAETu9CZML65gGBtntLDeBFtUNRKm7EUR3bb0xs8opzV4hGAayV3iue3lvi3oTv6bEV+9J140AComKBhWmPBY8z99eU6WbyHFRIAvQnXmMrPQWjKMqqqTCWvwPjkw2vVZUx1bssS4YH0ospw2vCPF4Hv3rwoW62T5tkTsSmBHViLEX8/jOSZqUsRQJKzuzHyTmKHsay7J7WS+8rQWUeVQf6VbCj1IQfE2slC7IyknrazvaMRp99XyVwXbRQovlAlhkgirtDBBH3B2k6+siWRjJS5oKnlYuyxtdmK2LBi2sb1UW2gDByeShMenypwcF4ZK6iroJHCluKN8KFM2gG+Mv0WsJiu5KNeFzz/9th1ceusSzbo42oBGTQVV552Q8rGnMWwYYQeqEf+CsyhLJl5a8G5FS9mPkYeRWTvVTZOPk9bgJtJc/57Lh4q8pO5BnHHVMd1gC7FoStC5UwUL4rMa7mzsJmOVkPK0YLBGeFuAb7V9fx6OL6PeB/Oi4EllGoglsfolhE7qEzgwOCGnRyZZ52j55AdL6D1RitDK7HIBr1hCA1YnZFVHYjsdCWv0Mqs6nbiDlZQJqLalmRmUp7iLIutTLnXb5tVt8b9qpSz3/jcdXxROZpw7seInTeXJgW2IvQXLLj1ri02xFK35U6dQlTw6WWvJyFVVi4kkCanKFqqskSDHm9YNAXwwWU3B+M1huTARu9vOJ0tc/NaKtS7++sWIK8a5MFTEBZiwJyzv4PfxJV/z86r0omYgDwbtQuARK1dSBXlMJ7gBU8cOuIyaLi9V+lmmsGolvtpp6RuocrtCtT/H5916v+QJgSJkmHjn0062dEWYvPjK7E4UNmW8BBFHHcnupQSjfKzVuRZhZovIUzWLXnsyoXejGXSS0+xqcPOjqgn/vfjJD78ytazSRR5ncuY4lc1YyIBydaq8HaMqqcOYkAy17FRTZXa+w8m5IOdL+NJSEzkukW2kU2D0M8AU/MjpzSTz3QphTJf8F2N8hWBvvma4O7KKtfHe0tjFZClXk9mDAxwMTphSvml5P+oglg0Rnu7CfLFkIwzOAI6ta0eFpu/qK061sNLx/NgHKpzl52pUY+KujmDMO4NSn14b2YL5Fq0xuIvJ6MH2TaYLPd4ULSq6cJd0vJzZsllCh3XnAIMAfUa0JR5LFjY5j3uNzk+8iNs/odZTRCVjqKFw8jlTjRR972psl5BArbDdj0ZLIW9IMFsh9tYSXHBh8EaYL2SJ+u0bagyoqsDJoc6isG8Rym2waUaWmMmbY9/Yuip9tORw+8HFkvl5UBGvLTBrWSRzPmt5vjms9wZVsY+inRyAcUdp60yRkUS+baYDFKDlX+YZyCK8FDr2jGmonlPukKLvNc2E+nO8bLHOt1oLdzpwx+T6rWyOUDMpOUfUdL43rqTxI95gKHsTOD1nWdXZ7XjEVujX48mw6QiZi+CNwzepwsx5bK9O5qskmZB/2AqR3i7NtM/I4j90v2TCiINIuAqasVBlTQXh6zJshbcFca1bBoZxbZvzxGbEu8zN5EtLYbqcGlfQFinVdtxA8etjK79BfD9epbMCqIHlJXq4BznKqXkTFWnU7A35ckTCT/zyhFE3Edfg2WmkJYVvWiW/sOWFJM9NhgvFsrGTVVrDGmu+m+c0Esu/fPsLasfJLW1fCEYrhIiEgLwj+VhsgyLKeFweFppvnDWjnZdlVbJOOZDHHJUdaQUTZJxH/HKf0I8DOucdBAmBLZFg2hzRIIVxtSgZbThh6Kb9yZoRx5KCdenJMyNHE7iRpQP2X8ocXJ2l/FRmEVmKsIDxBOSFkUk8YRY2nS+nwSZP6YJblzJa8ORk0L54/ENFerfNFJCJKgQ7p5QXGNTIg2SYMczX/TdyFZW2/C9ijchKAn0UdNyg9jxW+7acxSgIVTmMTB2ZHU8BqMlneTGtMz8R5fK/v0a8/mfNbIVwJ7Y8/r2XigretUUn0lxr962rYk+11ijIp/dpRmSTjws1SVQZXagcB0ZqrISpXVPZ1dK6MU3iXsHzbxr/GHHV7Jv2GgjKpvHpCBhijafZbXEmizlYB7XU5BI8DbK76OAoaKQW1HeOwW9gsyQq1mlFAo0UX7cSn5oVgmzkeKkp6Bz/QdPdukjGYusoGtF2HOpxeAe0CmZzV4dV7z6pg/gLrBP0K/N5EzRXN1m1eVXkH/ysooqyOi4oY1kvm3x1FPRA0pLDwffdB6VilqGBSYtn9ONS04ZDLO11b+c9kBdSM6RD8CSStSLDiJ6ySicyWPUy6h1wOsvpvhaYqNe+EhaZ7roz2ygT9VjX9/dAidso5FwRF7+rNz/FtfBELMFcXO4rT1z2CGXqAvN7Z8ocZwb9JS4Hu1+1iOuYb/QxhYVqZ0rZx23JEDY2Du72opIyLz2DdPn3up9Xc4O+XkHfWPnSqfGCABJloOYoznBDnEyLi8qcUfjKB5uCx5dAqGunzKF4yt7kNPCmblyeALU9v5JFZ6U3UY3/cWRW5Qqm7/8YMfI5XTafcFxdD+6euBappYUytYS+ZrSzaIi5rEstwNrFS3u7M5EMMKF9+dLCg6mwEu6qdApbjcywlHJpaEEuj9vOf8H43MlwEUfKIN0XgQ9mOcrCMKPQp/qVQnfJo0KRGfroZCwuVTB3MHrUXX/5ZKadS6CyHvny6kxTLYE2s1Ar39vVmsEMy2rrX/WIubZrBtdb4CUZL8GwYjzPMmrXnb3zLtTjqsn5VzB52spTnlqpfkP53Mq/58LgeHwusrG8TteNVfHIMi+eSfpvRuxGIrie/likupczn1jaBnx3jsqCSN7C7uhTUxVqVckdqL2a2mA+WwSHsl7FXd8VnvsprFaOinG/3q4TzrHP1LQP+XYMdT4yr7V8Ggx9NBNzu7gSWY4WKBgax/s1ESEhVn+islAVNEfZhoTRyzc85QnmqKxK5HCVIS0NCi4YWD4EFb07T2D3Dz9MrRLkVhkjk1VSVWvJgaUqKcdGuprMNMisMX3VbRQT4hBvJIBfxwdZey5mLtVqm2wkh74Zva/NziOr7SMLyKH7NOOjkIhPAJ1BsgGSHWQB0Kmqjmx7ZbJa0vD1eUNuuUkx+3NcOMlB6xA/tbT128dhtH6nsrxvjtK6GU6VMM3yUULZ1Us8EWLrnPP4vJohqGZkKyZ9KmjewE1wANigdlm1msfyk0QTNaMQbFlz0KiNoGapNsjSdEpZpUBV4bm5c2C6yqF5vQh9EC7hOLUovEv8G+ps582sGMN4yjvSis3Ndayqg3he7FDoXuIe3gTzr3PM8/6y6fL7XlGEVCxUSB03YvlmdM4jAQ2KK0NWVyWsH68RkOPpHP+nF7BaMi9k6DBCYN3nCuQ6BKVIZCbk6s73dijjGQCMycdtgWzKiiqNu/XQLlTWMRerCdnHrBPlef8sxstfE9TCnCUatPxQkZNpuXGa1Ykod/h1mnfVcbxQWznjLJetMp46hdoHRKoWFPfTb6BpOrrw7BMkicH704AxiEQqW34oh2z7Cl/ZSJP4eEr6t1B/A7GkjmxBqjeqrUReF8/cz2+wONZYFKGfKngM8hrRWqvOBVsuZjlytTF4G0Plv0aaoI8+Mv04QsTQCK8lMsFAkikvnx9/vIRY4bTskRPHJbPXldVSksSOzqrLky4PmFCNnaWsPPVOddzpUb50t10Pe8ny6XhNxbRqKvmxSlkFlwrGG+FRUsqe9D3n9F8j+tswtq4DJzfQ94dLzKG5VfURQ3/JYTzyaaCUEL5EuXEygS/K6pfC2Gq2a9n/ir2szYtBYeCry85QWgmVZyeXdFpG5p9eKFfzIE4FqyPyNOeyez5mZNxMwihsJHxt4OrjnvsS99Wptcl/xkLyrMYbtVdnNJFAI52RldceBPPl5MtRyqsIFv0hkwKxL/LMu2S/hVoLjzhwUx2zDuQC3YNXsI0E9/U4VMxC5dRdgC/EgHzEfGOXlSebLMEbmNhyrK0gS4lOme4TuGBJtO7kCGJJTRs65+H7Lb3+HG9HGeVOviRpGagTgHd1om58oTPVZPKalZy2cZpTcjGizPGbTVwGWHAm/OclKzCZ6wKZ3K7U8SU3BnDAuwhlCZYbwjjc8fPxMEitemklW4/8lOD3vHbBFk+5rLyW7p5dLci+MiXVNh5rMPaKNVXCHGWGxZnOW7JfjtW9guFIbAUGEhLgx11o92/4/NxJV7ahn+xo8s0SbQB43xx51Tw/b0HB8JQKY2uiFpELnkqm4zQSHnF8MqQGsBewMxNLVr7qK1dIzqUU1JJjJA6TvcTTj3I+d1KTFdcvjoxnxGdu+zER+Jtm1zKZIhERa0P2DWOmoesJ1Oncgxa44QqFHzcLdtzSWyzPbJJwbLzcOgLLUoSc5L5BVLXmhb8W808vqAlf6wWi4kCVbWW5JHezBG3v0LDK/XTC/9ZPqSYiFnwZwpPkfUA7XmRGmvB2cXaxw8QFc4wIkl9c5QAJYZGYQduCiCyfH3+VP3VRSlaenfLsDNdvjhsulyRVnMHZxAExxmBxMcHowmigUOJmLS/xPRwFTVD1zB75LpLoMY7G2pEHHWDdmQSLjDZV6tvPx9sxqMqrGOEpzLETmItHzMJPPZq/CncKnEXfmL+nAl1wf0jtp+iXqleZoc/aWVCkIryraeOBWpoMjakyvOSHl07q9CaY+ZdpP8S82Q2DPKOVfdPMLjZHWxWvE/Rn9qForQoFJcS0AF2jDeL1wridJX2CYwt1i6yC2rBlsq/jXnDlzyY56cLq11m3Q+gIg/i8mru03BLq+16p43UzjaSqejP7biSJ3zF5jkpZHiQ/+8oLJjO6z+VcILvku0u6K77m5vtsY6a1oZWjRkeZZ3eDSTQKjghcheWbpmdkSWXdPTbHAKpNE3S8U3g3h+P0QtgXk39NthaivloQJtMF4ygcZb1c/zOmvmIVCwkceF9OGw6qV0U7E/kq2ddAqTTJ6Zr+h60ejrG4JnfMlZlHjjUStTKw56XRks8EpuuY5kyxM5G2CooRYcD367z6TtW15FTI0UnxJFmXAB/bYTFPEHiSyhV2kVjS+v34RXWa1DHjtYHlOhZxyGbt9rpqOkZiRnUVdjFtM/lTwJGJN+bAtHwUyGoVkNqktgZlGXaoa624Kqvi6OZocdqOsnO+1/LDD1+tCpVxyiqQ0FFUGctXuxyYK5vm2umdJuyj8fZaEwgZmpEYguXDFTntv3I++7JNicyB8QGLZSVSrrp1b8goN9JKqHO2b5o29tJI+Ban1bhs3EA+5asqhgve+//LQtAiz9aIgfU4ZIp82YfiJIy+p7mvRixJqO1iyNKuURyojifHKZSZ+dKuuPlN00n03bjBPiBKBaEJuoKVekk0MDEe31lIxHhoCquR1TByRyxFL8aME+8+XpkGJU/eCqPWmmKP4RUdKXOSuPkwVqXdxQnrnP4n1MyD738zXNphhiJNLx+TupBqWWWhpQVfcG/MS77cNGTraR3Jkz1HvhW5vfQlMgySWpmwHJkC8Vi49o2mC9tZ0mIb58/xbCbg1ntjOrKs186aCzQz1vfDW5o6CF6wX+etGWZOtOBqCv1w7FPc+lqaitZqxXQUQsapKXCM2NK2QJrlgFM2i2uCq4L8g8+d9H4M5sZFzjBwDK9zNY0au4hpkPf0Ptsxgursq6ljck1+HdvVBxbQwzf4SUJX4AmaKn2KKBz5lf1WH8JoYGRPdbC36JjCXC3vJQ5smDd+g6QIFzSzcwx11r+RIlW2ao011UF+bHhQIxhtUHvHKyMi5/7IklUpkRghdXKUnVTGymFS6stWu/flCJi87u0H3P/V4mowUEfFlUaE0eHKvuehKc+8yzwgmZIAIEZxMRTZvnrOYkFf4kzEoi4usw7mABgpsIWy1nHt6GhrgqEdJpasxbw1dUpCs2pXay0B23YD3Hgt5KZ54q+dLOasOsYcdyMA7GKoCgn5iQ+5b2mcKNMMngDVxdTWuVs7ziNScbU3R+ekgNWKLlFbpxFL0UhT/Vv6P//n//w/9i97/l5/r7/X3+vv9ff6e/29/l5/r7/X/4bX//v/N8Df6+/19/p7/b3+Xn+vv9ff6+/19/q/fv39Of7v9ff6e/29/l5/r7/X3+vv9ff63/f6+3P83+vv9ff6e/29/l5/r7/X3+vv9b/v9ffn+L/X3+vv9ff6e/29/l5/r7/X3+t/3+v/A95X+7kmbSmSAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=1005x205 at 0x7F575F9AED68>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pil_grid([pil(f.byte().cpu().numpy()) for f in preds], 5, margin=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Lovász-Softmax training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T15:33:56.358994Z",
     "start_time": "2019-02-26T15:33:49.340249Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "438b191a6f8442078bdfa595b1038335",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=1000), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "m.load_state_dict(init_state_dict)\n",
    "\n",
    "optimizer = Adam(m.parameters(), lr=0.005)\n",
    "\n",
    "loss_plot = []\n",
    "iou_plot = []\n",
    "\n",
    "for iter in tqdm(range(1000)):\n",
    "    optimizer.zero_grad()\n",
    "    out = m(feats)\n",
    "    out = F.softmax(out, dim=1)\n",
    "    loss = L.lovasz_softmax(out, labels, ignore=255)\n",
    "    loss.backward()\n",
    "    optimizer.step()\n",
    "    \n",
    "    _, preds = out.data.max(1)\n",
    "    loss_plot.append(loss.item())\n",
    "    iou_plot.append(L.iou_binary(preds, labels, ignore=255, per_image=False))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T15:33:56.631835Z",
     "start_time": "2019-02-26T15:33:56.360155Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'iteration')"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 5))\n",
    "plt.suptitle(u'Lovász-Softmax training')\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.plot(loss_plot)\n",
    "plt.ylabel('loss')\n",
    "plt.xlabel('iteration')\n",
    "\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.plot(iou_plot)\n",
    "plt.ylabel('Image-IoU (%)')\n",
    "plt.xlabel('iteration')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Final prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T15:33:56.648307Z",
     "start_time": "2019-02-26T15:33:56.632884Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Final batch-IoUs: [87.70882983 45.67173889 30.91509841]\n",
      "Final mIoU: 54.76522237513637\n"
     ]
    }
   ],
   "source": [
    "_, preds = m(feats).data.max(1)\n",
    "print(\"Final batch-IoUs:\", L.iou(preds, labels, C, ignore=255, per_image=False))\n",
    "print(\"Final mIoU:\", np.mean(L.iou(preds, labels, C, ignore=255, per_image=False)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T15:33:56.692385Z",
     "start_time": "2019-02-26T15:33:56.649951Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=1005x205 at 0x7F575F38CDA0>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pil_grid([pil(f.byte().cpu().numpy()) for f in preds], 5, margin=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Cross-entropy training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T15:33:58.069288Z",
     "start_time": "2019-02-26T15:33:56.694412Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8d7684ed81504ca6aa0126d9dc7e8c5a",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=1000), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "m.load_state_dict(init_state_dict)\n",
    "\n",
    "optimizer = Adam(m.parameters(), lr=0.005)\n",
    "\n",
    "loss_plot_x = []\n",
    "iou_plot_x = []\n",
    "\n",
    "for iter in tqdm(range(1000)):\n",
    "    optimizer.zero_grad()\n",
    "    out = m(feats)\n",
    "    loss = L.xloss(out, labels, ignore=255)\n",
    "    loss.backward()\n",
    "    optimizer.step()\n",
    "    \n",
    "    _, preds = out.data.max(1)\n",
    "    loss_plot_x.append(loss.item())\n",
    "    iou_plot_x.append(L.iou_binary(preds, labels, ignore=255, per_image=False))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T15:33:58.283458Z",
     "start_time": "2019-02-26T15:33:58.070549Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'iteration')"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 5))\n",
    "plt.suptitle(u'Binary cross-entropy training')\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.plot(loss_plot_x)\n",
    "plt.ylabel('loss')\n",
    "plt.xlabel('iteration')\n",
    "\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.plot(iou_plot_x)\n",
    "plt.ylabel('Image-IoU (%)')\n",
    "plt.xlabel('iteration')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Final prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T15:33:58.304004Z",
     "start_time": "2019-02-26T15:33:58.284925Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Final batch-IoUs: [88.77452747 42.98607738 26.78024502]\n",
      "Final mIoU: 52.84694995939099\n"
     ]
    }
   ],
   "source": [
    "_, preds = m(feats).data.max(1)\n",
    "print(\"Final batch-IoUs:\", L.iou(preds, labels, C, ignore=255, per_image=False))\n",
    "print(\"Final mIoU:\", np.mean(L.iou(preds, labels, C, ignore=255, per_image=False)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-02-26T15:33:58.350620Z",
     "start_time": "2019-02-26T15:33:58.305850Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=1005x205 at 0x7F57582CB7B8>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pil_grid([pil(f.byte().cpu().numpy()) for f in preds], 5, margin=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [conda env:lamlearn]",
   "language": "python",
   "name": "conda-env-lamlearn-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  },
  "latex_envs": {
   "LaTeX_envs_menu_present": true,
   "autoclose": false,
   "autocomplete": true,
   "bibliofile": "biblio.bib",
   "cite_by": "apalike",
   "current_citInitial": 1,
   "eqLabelWithNumbers": true,
   "eqNumInitial": 1,
   "hotkeys": {
    "equation": "Ctrl-E",
    "itemize": "Ctrl-I"
   },
   "labels_anchors": false,
   "latex_user_defs": false,
   "report_style_numbering": false,
   "user_envs_cfg": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
